## Warning: package 'ggplot2' was built under R version 3.2.4
## 
## Call:
## lm(formula = DEover ~ DEzscores[, 2] + DEzscores[, 3] + DEzscores[, 
##     4] + DEzscores[, 5] + DEzscores[, 6] + DEzscores[, 7] + DEzscores[, 
##     8] + DEzscores[, 9] + DEzscores[, 10] + DEzscores[, 11] + 
##     DEzscores[, 12] + DEzscores[, 13] + DEzscores[, 14] + DEzscores[, 
##     15] + DEzscores[, 16], data = DEzscores)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.272424 -0.076507  0.001445  0.075888  0.216392 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)     -4.757e-16  6.855e-03   0.000  1.00000    
## DEzscores[, 2]   9.360e-02  1.369e-02   6.835 1.21e-10 ***
## DEzscores[, 3]   1.162e-01  1.223e-02   9.501  < 2e-16 ***
## DEzscores[, 4]   7.170e-02  9.827e-03   7.297 8.95e-12 ***
## DEzscores[, 5]   1.006e-01  1.269e-02   7.929 2.20e-13 ***
## DEzscores[, 6]   4.540e-01  1.399e-02  32.455  < 2e-16 ***
## DEzscores[, 7]   1.364e-01  1.166e-02  11.691  < 2e-16 ***
## DEzscores[, 8]   3.430e-03  7.646e-03   0.449  0.65424    
## DEzscores[, 9]  -2.671e-02  8.812e-03  -3.032  0.00279 ** 
## DEzscores[, 10]  1.779e-03  7.516e-03   0.237  0.81311    
## DEzscores[, 11]  2.334e-01  8.662e-03  26.944  < 2e-16 ***
## DEzscores[, 12]  3.638e-01  1.029e-02  35.348  < 2e-16 ***
## DEzscores[, 13]  1.762e-01  1.229e-02  14.338  < 2e-16 ***
## DEzscores[, 14]  7.619e-02  9.487e-03   8.031 1.19e-13 ***
## DEzscores[, 15]  2.086e-01  1.338e-02  15.586  < 2e-16 ***
## DEzscores[, 16]  2.428e-02  7.873e-03   3.084  0.00236 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.09621 on 181 degrees of freedom
## Multiple R-squared:  0.9915, Adjusted R-squared:  0.9908 
## F-statistic:  1407 on 15 and 181 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = DEover ~ DEReduced[, 2] + DEReduced[, 3] + DEReduced[, 
##     4] + DEReduced[, 5] + DEReduced[, 6] + DEReduced[, 7] + DEReduced[, 
##     8] + DEReduced[, 9] + DEReduced[, 10] + DEReduced[, 11] + 
##     DEReduced[, 12] + DEReduced[, 13] + DEReduced[, 14], data = DEReduced)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.265766 -0.077295 -0.001431  0.077589  0.219957 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)     -4.749e-16  6.822e-03   0.000  1.00000    
## DEReduced[, 2]   9.295e-02  1.345e-02   6.909 7.81e-11 ***
## DEReduced[, 3]   1.171e-01  1.199e-02   9.772  < 2e-16 ***
## DEReduced[, 4]   7.204e-02  9.752e-03   7.387 5.14e-12 ***
## DEReduced[, 5]   1.004e-01  1.245e-02   8.060 9.60e-14 ***
## DEReduced[, 6]   4.554e-01  1.360e-02  33.477  < 2e-16 ***
## DEReduced[, 7]   1.360e-01  1.148e-02  11.845  < 2e-16 ***
## DEReduced[, 8]  -2.617e-02  8.643e-03  -3.028  0.00281 ** 
## DEReduced[, 9]   2.333e-01  8.619e-03  27.071  < 2e-16 ***
## DEReduced[, 10]  3.630e-01  1.010e-02  35.930  < 2e-16 ***
## DEReduced[, 11]  1.755e-01  1.206e-02  14.555  < 2e-16 ***
## DEReduced[, 12]  7.707e-02  9.267e-03   8.317 2.02e-14 ***
## DEReduced[, 13]  2.083e-01  1.313e-02  15.865  < 2e-16 ***
## DEReduced[, 14]  2.451e-02  7.815e-03   3.136  0.00200 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.09575 on 183 degrees of freedom
## Multiple R-squared:  0.9915, Adjusted R-squared:  0.9909 
## F-statistic:  1639 on 13 and 183 DF,  p-value: < 2.2e-16

## 
## Call:
## lm(formula = DEover ~ DEzscores[, 2] + DEzscores[, 3] + DEzscores[, 
##     4] + DEzscores[, 5] + DEzscores[, 6] + DEzscores[, 7] + DEzscores[, 
##     8] + DEzscores[, 9] + DEzscores[, 10] + DEzscores[, 11] + 
##     DEzscores[, 12] + DEzscores[, 13] + DEzscores[, 14] + DEzscores[, 
##     15] + DEzscores[, 16], data = DEzscores)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.272424 -0.076507  0.001445  0.075888  0.216392 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)     -4.757e-16  6.855e-03   0.000  1.00000    
## DEzscores[, 2]   9.360e-02  1.369e-02   6.835 1.21e-10 ***
## DEzscores[, 3]   1.162e-01  1.223e-02   9.501  < 2e-16 ***
## DEzscores[, 4]   7.170e-02  9.827e-03   7.297 8.95e-12 ***
## DEzscores[, 5]   1.006e-01  1.269e-02   7.929 2.20e-13 ***
## DEzscores[, 6]   4.540e-01  1.399e-02  32.455  < 2e-16 ***
## DEzscores[, 7]   1.364e-01  1.166e-02  11.691  < 2e-16 ***
## DEzscores[, 8]   3.430e-03  7.646e-03   0.449  0.65424    
## DEzscores[, 9]  -2.671e-02  8.812e-03  -3.032  0.00279 ** 
## DEzscores[, 10]  1.779e-03  7.516e-03   0.237  0.81311    
## DEzscores[, 11]  2.334e-01  8.662e-03  26.944  < 2e-16 ***
## DEzscores[, 12]  3.638e-01  1.029e-02  35.348  < 2e-16 ***
## DEzscores[, 13]  1.762e-01  1.229e-02  14.338  < 2e-16 ***
## DEzscores[, 14]  7.619e-02  9.487e-03   8.031 1.19e-13 ***
## DEzscores[, 15]  2.086e-01  1.338e-02  15.586  < 2e-16 ***
## DEzscores[, 16]  2.428e-02  7.873e-03   3.084  0.00236 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.09621 on 181 degrees of freedom
## Multiple R-squared:  0.9915, Adjusted R-squared:  0.9908 
## F-statistic:  1407 on 15 and 181 DF,  p-value: < 2.2e-16
## K-means clustering with 5 clusters of sizes 3, 2, 5, 1, 4
## 
## Cluster means:
##        Speed Acceleration   Strength     Agility Awareness     Tackle
## 1  30.725750    17.972452 -19.530906  37.1022739 -11.33918  -8.563711
## 2 -18.288214   -14.458394  28.603776   0.2612271 166.25364  35.755244
## 3   1.980415     2.420978   5.643406   7.8425412  19.30403  11.358132
## 4  38.973324    21.136564 -41.352818  62.3838703  19.15920 -19.183052
## 5 -15.761052    -9.686723  33.322989 -12.4628613  30.15311  31.056660
##      Injury   Stamina  Toughness Power.Moves Finesse.Moves Block.Shedding
## 1  1.666882 10.483597  -6.810655   -3.986438     40.831253     -18.466461
## 2 12.226665 30.867826  28.076764   33.562830     11.966681      27.665622
## 3  8.469284 17.972159  14.035849   10.013286      3.778142       8.512473
## 4 -1.140785 20.413965 -10.931265  -41.372863    193.477986     -47.820885
## 5  2.063866  8.489284   8.484066   35.425237    -37.432404      40.358729
##     Pursuit Play.Recognition  Hit.Power
## 1  7.987733       -10.317742   7.079000
## 2 35.167059       156.331749 -10.828072
## 3 17.890174        18.900067  15.771672
## 4 19.528152         4.774163  -8.979359
## 5 14.611021        32.640630  10.760884
## 
## Clustering vector:
##            Speed     Acceleration         Strength          Agility 
##                1                1                5                1 
##        Awareness           Tackle           Injury          Stamina 
##                2                5                3                3 
##        Toughness      Power.Moves    Finesse.Moves   Block.Shedding 
##                3                5                4                5 
##          Pursuit Play.Recognition        Hit.Power 
##                3                2                3 
## 
## Within cluster sum of squares by cluster:
## [1]  2749.296  1146.926 13023.913     0.000  5196.094
##  (between_SS / total_SS =  88.8 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"    
## [5] "tot.withinss" "betweenss"    "size"         "iter"        
## [9] "ifault"
## [1] 0.3015464 0.3743557 0.3240979
## [1] 0.6851796 0.3148204
## [1] 0.03245678 0.00000000 0.01683400 0.72095686 0.22975236
## [1] 1
## [1] 0.1160758 0.2208192 0.3778533 0.2852517
## 
## Call:
## lm(formula = DEover ~ DEReduced[, 2] + DEReduced[, 3] + DEReduced[, 
##     4] + DEReduced[, 5] + DEReduced[, 6] + DEReduced[, 7] + DEReduced[, 
##     8] + DEReduced[, 9] + DEReduced[, 10] + DEReduced[, 11] + 
##     DEReduced[, 12] + DEReduced[, 13] + DEReduced[, 14], data = DEReduced)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.265766 -0.077295 -0.001431  0.077589  0.219957 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)     -4.749e-16  6.822e-03   0.000  1.00000    
## DEReduced[, 2]   9.295e-02  1.345e-02   6.909 7.81e-11 ***
## DEReduced[, 3]   1.171e-01  1.199e-02   9.772  < 2e-16 ***
## DEReduced[, 4]   7.204e-02  9.752e-03   7.387 5.14e-12 ***
## DEReduced[, 5]   1.004e-01  1.245e-02   8.060 9.60e-14 ***
## DEReduced[, 6]   4.554e-01  1.360e-02  33.477  < 2e-16 ***
## DEReduced[, 7]   1.360e-01  1.148e-02  11.845  < 2e-16 ***
## DEReduced[, 8]  -2.617e-02  8.643e-03  -3.028  0.00281 ** 
## DEReduced[, 9]   2.333e-01  8.619e-03  27.071  < 2e-16 ***
## DEReduced[, 10]  3.630e-01  1.010e-02  35.930  < 2e-16 ***
## DEReduced[, 11]  1.755e-01  1.206e-02  14.555  < 2e-16 ***
## DEReduced[, 12]  7.707e-02  9.267e-03   8.317 2.02e-14 ***
## DEReduced[, 13]  2.083e-01  1.313e-02  15.865  < 2e-16 ***
## DEReduced[, 14]  2.451e-02  7.815e-03   3.136  0.00200 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.09575 on 183 degrees of freedom
## Multiple R-squared:  0.9915, Adjusted R-squared:  0.9909 
## F-statistic:  1639 on 13 and 183 DF,  p-value: < 2.2e-16
## K-means clustering with 3 clusters of sizes 4, 6, 3
## 
## Cluster means:
##        Speed Acceleration    Strength    Agility  Awareness     Tackle
## 1  0.7414356    0.6909261 -0.44367925  0.7229835 -0.0988396 -0.2276039
## 2 -0.3027687   -0.3070118  0.51168565 -0.1457448  0.5057096  0.5653955
## 3  0.1267276    0.1651384  0.09672089  0.2839536  0.1966798  0.3497681
##     Stamina Power.Moves Finesse.Moves Block.Shedding   Pursuit
## 1 0.2376138  -0.1566356     0.6060399     -0.4105830 0.1802228
## 2 0.2268629   0.4470468    -0.2132151      0.5464521 0.3192319
## 3 0.5284460   0.2089113     0.1121121      0.2002063 0.5285724
##   Play.Recognition  Hit.Power
## 1       -0.1157695 0.09811218
## 2        0.5341422 0.08966597
## 3        0.2192350 0.45791170
## 
## Clustering vector:
##            Speed     Acceleration         Strength          Agility 
##                1                1                2                1 
##        Awareness           Tackle          Stamina      Power.Moves 
##                2                2                3                2 
##    Finesse.Moves   Block.Shedding          Pursuit Play.Recognition 
##                1                2                3                2 
##        Hit.Power 
##                3 
## 
## Within cluster sum of squares by cluster:
## [1] 1.096757 3.426442 1.620544
##  (between_SS / total_SS =  74.4 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"    
## [5] "tot.withinss" "betweenss"    "size"         "iter"        
## [9] "ifault"
## [1] 0.1380206 0.1738808 0.1490831 0.5390155
## [1] 0.05625752 0.35563122 0.10620519 0.18218876 0.13705156 0.16266575
## [1] 0.0000000 0.7587123 0.2412877

##           OVR       Speed Acceleration   Strength    Agility  Awareness
## 1 -0.75836878 -0.02627036  0.172794858 -0.1804300 -0.2442453 -0.7767194
## 2  0.70818020  0.12715950  0.148744770 -0.1745334  0.3318874  0.9052277
## 3 -0.28864817  0.93626227  0.854522352 -0.9475009  0.7789972 -0.5440160
## 4  1.70546857  0.18222344  0.004270804  0.7027356  0.7339258  1.1083655
## 5 -0.09825244 -0.97661273 -1.013460897  0.7970320 -0.9645017  0.3434010
##       Tackle      Injury     Stamina   Toughness Power.Moves Finesse.Moves
## 1 -0.1716899 -0.05161182 -0.22866416 -0.05226452  0.06642206    -0.5635022
## 2 -0.4027865  0.13041223  0.40899824  1.01351436 -0.06398642     0.7995189
## 3 -0.7758363 -0.10029910 -0.09065852 -0.61535362 -0.71797359     0.9603856
## 4  1.4672510  0.63947714  1.45752968  0.14420270  1.18586954     0.2005255
## 5  0.3787936 -0.20326199 -0.53456344  0.13122845  0.09194071    -0.7896097
##   Block.Shedding    Pursuit Play.Recognition  Hit.Power
## 1    -0.00938558 -0.4843838       -0.7282519  0.3162773
## 2    -0.55496078  0.1366178        0.8490567 -0.7618748
## 3    -1.01696454 -0.1521041       -0.6504118 -0.1344277
## 4     1.02838179  1.5435360        1.0813976  0.8003183
## 5     0.71356849 -0.1672179        0.4324855 -0.2142835

##         Speed Acceleration   Strength    Agility  Awareness      Tackle
## 1  0.56166849   0.76529063 -0.0173292  0.3916268 -0.8443452  0.01147642
## 2  0.44365618   0.38883638 -0.9963420  0.4290924  0.6012927 -0.60488491
## 3  1.18722193   1.02043935 -0.5599428  1.0762086 -0.6223328 -0.57699696
## 4 -0.89818397  -0.88635846  0.7574371 -0.8388755  0.3866069  0.59689833
## 5  0.08080065   0.02011689 -0.4765955  0.2105915  0.1893398 -0.39332790
##        Injury     Stamina   Toughness Power.Moves Finesse.Moves
## 1 -0.09451882  0.18545691 -0.06957448   0.3493600    -0.3250796
## 2 -0.33705649  0.42835758  0.56075072  -1.3821523     1.4332123
## 3  0.15510363  0.04385440 -0.61818867  -1.0024794     1.3854772
## 4 -0.02245510 -0.19047076  0.11146497   0.2079672    -0.6506191
## 5  0.18600320 -0.06417895  0.01155017   0.6988476    -0.2064887
##   Block.Shedding     Pursuit Play.Recognition  Hit.Power
## 1      0.2733314 -0.38300506       -0.7765229  0.6759236
## 2     -0.9098564 -0.07799969        0.5442508 -0.9700850
## 3     -0.9027988  0.11097223       -0.6621838  0.3459470
## 4      0.7741052  0.11541002        0.4181739 -0.0696436
## 5     -0.5718530  0.09540056        0.1271065 -0.2383521

##          OVR      Speed Acceleration    Strength     Agility   Awareness
## 1 -0.5647522  0.3264385    0.4316224 -0.25058035  0.14246067 -0.64929553
## 2  1.2797604  0.7365337    0.7606345 -0.09915947  1.01855920  0.88516476
## 3 -0.3367071  0.8044930    0.6362808 -1.07418913  0.65503599 -0.44662322
## 4  1.2381101 -0.4104540   -0.4470618  0.73765346  0.08154623  1.02916524
## 5 -0.4444579 -1.0843970   -1.0583846  0.71918626 -1.19307013  0.04900221
##       Tackle    Stamina  Power.Moves Finesse.Moves Block.Shedding
## 1 -0.3273738 -0.1367854  0.261035373    -0.4460113     -0.2236260
## 2  0.2251597  1.0170685  0.142484667     1.0386794     -0.3178209
## 3 -0.9539424 -0.2410493 -1.120776298     1.1998838     -1.1229694
## 4  1.3791026  0.8918332  0.833795632    -0.2317353      1.1869259
## 5  0.1598161 -0.6726823  0.002244233    -0.7650201      0.5411473
##      Pursuit Play.Recognition  Hit.Power
## 1 -0.3809173      -0.67185754  0.1772655
## 2  0.8172248       0.95874049  0.2835472
## 3 -0.1827609      -0.54625843 -0.3439497
## 4  1.0802593       1.07595714  0.2417763
## 5 -0.4695499       0.09145181 -0.2091007

##         Speed Acceleration   Strength    Agility  Awareness     Tackle
## 1  0.67516972   0.81399115 -0.1486763  0.4389767 -0.9435216 -0.2590697
## 2  0.52519865   0.39681557 -0.9577686  0.5930083  0.6251435 -0.5287637
## 3  1.17499695   1.06486746 -0.5698459  0.9701160 -0.8734481 -0.6541714
## 4 -0.86293783  -0.83392518  0.7540880 -0.8028193  0.3586142  0.6437266
## 5  0.07494519   0.04217723 -0.4040697  0.2386048  0.2477729 -0.3094645
##       Stamina Power.Moves Finesse.Moves Block.Shedding     Pursuit
## 1  0.17577891   0.2998663    -0.3707313     0.05781523 -0.42854317
## 2  0.46014421  -1.4014688     1.4558051    -0.90259067 -0.04302801
## 3 -0.10558115  -1.0168610     1.3983074    -0.93026651  0.09124745
## 4 -0.15510979   0.2271022    -0.6217972     0.81177626  0.10165719
## 5 -0.07008083   0.7391959    -0.1809734    -0.51506019  0.14446256
##   Play.Recognition   Hit.Power
## 1       -0.8436373  0.53258131
## 2        0.5667468 -0.78924226
## 3       -0.9182933  0.36893227
## 4        0.3953764 -0.01575145
## 5        0.1538472 -0.16135705

##      Overall Speed Pass Rushing Power Pass Rushing Open Field
## 1 -1.1889134         -0.7008482         -0.5081976 -0.6386872
## 2  1.8705391          0.7204690          1.0116897  1.3066857
## 3 -0.2788163          0.8675648         -0.6633815 -0.1272129
## 4  0.7927310         -0.1989944          0.6820067  0.4671563
## 5 -0.1053959         -0.6220545          0.2521477 -0.2684255

##   Speed Pass Rushing Power Pass Rushing Open Field
## 1         0.93415727         -0.4144117 -0.5197455
## 2        -0.02638404          0.4001531 -0.3737691
## 3         0.90703943         -1.2163356  0.3092962
## 4        -0.82584769          0.5611428  0.2647049
## 5        -0.10018624         -0.2614491  0.3616354

##      Overall      Speed  Awareness  Open Field Finesse Pash Rushing
## 1 -1.0241619 -0.5777306 -0.7407688 -0.51603783           -0.8679855
## 2  0.3858812  0.6357680  0.4799468 -0.30653006            1.5066679
## 3 -0.5503169  0.8348221 -1.0193560  0.02035586            0.5705145
## 4  1.6810384  0.3746895  1.0957665  1.22308568            0.2799423
## 5  0.3050120 -0.5769212  0.6365018 -0.01058023           -0.4912927
##   Power Pass Rushing
## 1         0.04103086
## 2        -1.03386180
## 3        -0.57614613
## 4         1.04429838
## 5         0.35853970

##         Speed   Awareness  Open Field Finesse Pass Rushing
## 1  0.91507292 -0.58678657 -0.58678657          -0.06407055
## 2 -0.03960658  0.11056616  0.11056616           1.06084869
## 3  1.23681909 -0.92465182 -0.92465182           1.38564560
## 4 -1.02164791  0.74172168  0.74172168          -0.90181497
## 5 -0.21556830  0.08482951  0.08482951          -0.31266562
##   Power Pass Rushing
## 1          0.3225708
## 2         -1.2423744
## 3         -0.7731610
## 4          0.4400195
## 5          0.3585749
##                      Speed Pass Rushing Power Pass Rushing   Open Field
## Lawrence Okoye              0.207401619       -0.505668450  0.298266831
## Xavier Cooper               0.249222331       -1.228403559  0.979181229
## Margus Hunt                 0.389124865       -0.484002116  0.094877251
## Ezekiel Ansah               0.088263310       -0.444051281  0.355787971
## Josh Mauro                 -0.757165482        0.185033000  0.572132482
## Geneo Grissom               0.563098293       -1.034431903  0.471333610
## David King                  0.356399244        0.410821845 -0.767221089
## Allen Bailey               -0.392303471        0.010920248  0.381383222
## Xzavier Dickson             0.168399466        0.318294897 -0.486694363
## Chris Long                 -0.025109530        0.578801008 -0.553691478
## Malliciah Goodman           0.109220185        0.066586394 -0.175806578
## Arik Armstead               0.314803164        0.290881660 -0.605684825
## William Gholston           -0.470316317       -0.274826445  0.745142761
## Ethan Westbrooks            1.199379552       -0.738451573 -0.460927979
## Tony Jerod-Eddie           -0.496608319        0.620208989 -0.123600669
## Gerald Rivers               1.297276226       -1.035186594 -0.262089632
## Calais Campbell            -0.356079206       -0.251988662  0.608067867
## Darius Philon               0.837965250       -1.625336313  0.787371063
## Ryan Russell                0.655277295       -0.589495308 -0.065781987
## Cliff Matthews              0.658788706       -0.835786547  0.176997841
## William Hayes              -1.073019041        0.314309711  0.758709330
## Vic Beasley Jr.             1.593717115       -0.647968976 -0.945748139
## Glenn Foster                0.381411711       -0.203761328 -0.177650383
## Jason Jones                -0.011809971        0.223567020 -0.211757049
## Trey Flowers               -0.453554398        0.080511955  0.373042443
## Malik Jackson              -0.384273072        0.421466071 -0.037192999
## Tevita Finau               -0.066205670        0.595522854 -0.529317184
## Tyson Alualu               -1.073430638        0.520366955  0.553063683
## Cameron Jordan             -0.652584377        0.508320945  0.144263432
## Eugene Sims                 1.092311540       -0.432911874 -0.659399666
## Cullen Jenkins             -0.828956173        0.815493868  0.013462305
## Ropati Pitoitua            -1.147693337        0.961614515  0.186078822
## Manny Lawson                1.086456833       -0.543511780 -0.542945053
## Jake Bequette              -0.257353568       -0.363713903  0.621067472
## Mike Catapano               0.787500945       -0.997283253  0.209782308
## Khyri Thornton              1.000254162       -0.372912833 -0.627341329
## Taylor Hart                 0.101242098       -0.051056254 -0.050185845
## Brent Urban                -0.037617499       -0.419753681  0.457371180
## Lavar Edwards              -0.286795587       -0.365506695  0.652302282
## Mario Edwards Jr.           0.054614745       -0.151828687  0.097213942
## L.T. Walton                -0.659622189        0.320864217  0.338757972
## Henry Anderson             -0.273992878        0.726016754 -0.452023876
## Jerry Hughes                0.833036396       -0.732620551 -0.100415845
## Cory Redding               -0.705351313        1.039985437 -0.334634124
## Mike DeVito                -1.465849238        0.754336663  0.711512575
## Ben Gardner                 0.109225524        0.102597858 -0.211823383
## Ed Stinson                 -0.478587635        0.357418665  0.121168970
## Rakeem Nunez-Roches        -0.511107068       -0.322850743  0.833957811
## Adrian Clayborn            -0.019594616        0.234281596 -0.214686980
## Tyson Jackson              -1.038118041        0.946881947  0.091236094
## Tenny Palepoi              -0.758809142        0.158616275  0.600192867
## Jerel Worthy               -0.546255593        0.219528618  0.326726974
## Justin Trattou              0.751242432       -0.171589014 -0.579653418
## Akiem Hicks                -0.863682206        0.238205133  0.625477073
## Stansly Maponga             0.708755906       -0.872324704  0.163568798
## Ryan Robinson               1.003600847       -0.971774328 -0.031826518
## Olivier Vernon              0.048459450        0.154558176 -0.203017625
## Vinny Curry                 1.138258547       -0.439408463 -0.698850083
## T.J. Fatinikun              1.205403882       -0.646578170 -0.558825713
## Wallace Gilberry            0.178880061        0.339730994 -0.518611055
## Desmond Bryant             -0.877374656        0.518656842  0.358717814
## Kerry Wynn                 -0.001963644       -0.166401961  0.168365605
## Sheldon Richardson         -1.134148631        0.049579174  1.084569457
## Obum Gwacham                1.505934170       -1.582488668  0.076554498
## Jared Crick                -1.088630340        0.263203616  0.825426724
## Dante Fowler Jr.            0.838269161       -1.047239357  0.208970196
## Wes Horton                  0.098255009       -0.071932894 -0.026322115
## Antonio Smith              -0.295438288        0.830630227 -0.535191939
## Greg Hardy                 -0.268192891        0.336777180 -0.068584289
## Larry English               1.105377127       -0.467301869 -0.638075258
## Robert Quinn               -0.342152193       -0.240601807  0.582754000
## Cassius Marsh               0.424876895       -0.671422225  0.246545330
## Mike Daniels                0.366161567       -0.094779059 -0.271382508
## Terrence Fede               1.031338381       -0.835635380 -0.195703001
## Datone Jones                0.811907923       -0.604844547 -0.207063376
## Shelby Harris               0.143668443       -0.453687595  0.310019153
## Ego Ferguson               -0.509070942        0.426597330  0.082473612
## Olsen Pierre               -0.129020754        0.665399080 -0.536378325
## C.J. Wilson                -0.935708927        0.628925800  0.306783127
## Jason Hatcher               0.451907046        0.254058349 -0.705965395
## Jeoffrey Pagan             -0.531574523        0.144784435  0.386790088
## Billy Winn                  0.600114820       -0.271468869 -0.328645951
## Jason Pierre-Paul          -0.206734721       -0.744427226  0.951161947
## Fletcher Cox               -0.579783810        0.246159086  0.333624724
## Zach Moore                  0.896079350       -1.120558572  0.224479223
## Owamagbe Odighizuwa         1.286214973       -0.210911871 -1.075303102
## Cliff Avril                 1.093992442       -0.473159890 -0.620832553
## Brandon Bair                0.016674534       -0.001735296 -0.014939238
## Brian Mihalik               0.106651450        0.280070771 -0.386722221
## Kroy Biermann               0.366777568       -0.439439801  0.072662233
## Kareem Martin               0.702265689       -0.282664410 -0.419601279
## Vance Walker               -0.653190534        0.785782992 -0.132592457
## John Hughes                -0.255912241        0.188579625  0.067332617
## Frank Alexander             1.509460472       -0.076872699 -1.432587773
## Mike Martin                 0.257563202        0.176821596 -0.434384798
## Kevin Vickerson            -0.494890722        1.143035937 -0.648145215
## Alex Carrington             0.360774664        0.477477742 -0.838252406
## Jarius Wynn                -0.498713920        0.183420830  0.315293090
## Jacquies Smith              1.359536866       -0.589795258 -0.769741608
## Kelcy Quarles              -0.379503773       -0.456068819  0.835572593
## Phillip Hunt                0.792031209       -0.769067433 -0.022963776
## Michael Bennett            -0.647917074        0.610086565  0.037830509
## Greg Scruggs                0.200015573        0.086257600 -0.286273173
## Kendall Langford           -0.709918069        0.925142486 -0.215224417
## Will Clarke                 0.076588097       -0.459040358  0.382452261
## George Johnson              0.885015731       -0.353189905 -0.531825825
## Benson Mayowa               0.838682087       -1.265923388  0.427241301
## Ricardo Mathews            -0.093656977        0.229492441 -0.135835464
## Martin Ifedi                0.041911711       -0.230194824  0.188283113
## Timmy Jernigan             -0.308447626        0.086844677  0.221602949
## Frank Clark                 0.635257744       -1.269041970  0.633784226
## Randy Gregory               1.080588474       -1.476276989  0.395688515
## Dion Jordan                 1.185102760       -1.394863464  0.209760705
## DeMarcus Lawrence           0.196615713       -0.731320864  0.534705152
## Jeremiah Ratliff           -0.355714284        0.798527133 -0.442812849
## Jarvis Jenkins             -0.847280361        0.743141288  0.104139073
## T.J. Barnes                -1.088316295        1.076223602  0.012092693
## Kapron Lewis-Moore         -0.543881049        0.686976668 -0.143095619
## Kevin Williams             -0.875577771        1.403876534 -0.528298764
## Casey Walker               -0.388473109        0.103814286  0.284658822
## Frostee Rucker             -0.782749188        0.820508191 -0.037759003
## Ryan Davis                  0.910573083       -0.600494887 -0.310078196
## Chris Smith                 0.673171797       -0.450173757 -0.222998040
## Leonard Williams           -0.307041845       -0.003154569  0.310196414
## Stephon Tuitt              -0.458255465        0.662057036 -0.203801571
## Muhammad Wilkerson         -1.168088762        0.471626466  0.696462295
## Stephen Paea               -0.784720999        0.915183654 -0.130462655
## Travian Robertson          -0.076660285        0.812238881 -0.735578596
## Jeremy Mincey              -0.159954860        0.635426681 -0.475471821
## DaQuan Jones               -0.970260171        0.729084792  0.241175378
## Corey Liuget               -1.135492518        0.635584372  0.499908146
## Clifton Geathers           -0.877124430        0.354435566  0.522688864
## Mario Addison               1.007159654       -0.349456800 -0.657702855
## Max Valles                 -0.057074035       -0.823159094  0.880233129
## Robert Ayers               -0.277674915       -0.153294690  0.430969604
## Karl Klug                   0.353376680        0.447395189 -0.800771869
## Chris Canty                -0.901087158        0.847805283  0.053281875
## DeAngelo Tyson             -0.778596944        0.364332813  0.414264131
## Larry Webster               1.386320469       -1.548141811  0.161821342
## Devin Taylor                0.399340228       -0.232636576 -0.166703652
## Damontre Moore              0.149934910       -0.631674738  0.481739828
## Tank Carradine              0.401556841       -0.384324030 -0.017232811
## Matt Conrath               -0.374648528        0.094229398  0.280419130
## Chandler Jones             -0.310353123        0.198478879  0.111874244
## Steven Means                0.740774849       -0.287330296 -0.453444553
## Caesar Rayford              0.545570216        0.181554660 -0.727124876
## Kony Ealy                   0.437601255       -0.331448031 -0.106153224
## Brandon Dunn               -0.231919649       -0.095122685  0.327042334
## Rodney Gunter              -0.349365369       -0.254587892  0.603953261
## Kedric Golston             -0.516666398        0.575288362 -0.058621965
## Stephen Bowen              -0.565730031        0.640586400 -0.074856369
## Chris Clemons               0.580057995       -0.236310819 -0.343747176
## Michael Johnson             0.986689255       -0.375320749 -0.611368506
## Lawrence Sidbury Jr.        1.353637998       -0.916195347 -0.437442651
## Brian Robison               0.939629306       -0.136506899 -0.803122407
## Jack Crawford               0.005135548        0.200047489 -0.205183037
## Lawrence Guy               -0.804434916        0.310432598  0.494002318
## Cedric Thornton            -1.322250792        0.608044809  0.714205983
## Mario Williams             -0.298739092       -0.046157464  0.344896556
## George Selvie               0.929586218       -0.057763645 -0.871822574
## Cameron Wake               -0.507863851       -0.182999186  0.690863037
## Andre Branch                0.242833412       -0.360097173  0.117263761
## Kaleb Ramsey               -0.242258328        0.668093004 -0.425834677
## Arthur Jones               -1.073654820        0.463762825  0.609891995
## Jurrell Casey              -0.972149817        0.364968434  0.607181383
## Christian Covington         0.638380794        0.105900751 -0.744281545
## Tyeler Davison             -0.409087052        0.392200783  0.016886269
## Everson Griffen             0.072013480        0.086500192 -0.158513672
## Bruce Gaston               -0.367362392        0.731767488 -0.364405095
## Lynden Trail                1.731621568       -0.750517883 -0.981103685
## Derrick Shelby             -0.005230058       -0.061533916  0.066763974
## Danielle Hunter             1.062235838       -1.819912798  0.757676960
## Josh Boyd                  -0.459025855        0.542383256 -0.083357401
## Denico Autry               -0.394304100        0.152910258  0.241393842
## Jaye Howard                 0.197327719        0.031508508 -0.228836227
## B.J. Dubose                 0.049848827        0.129752993 -0.179601820
## Cameron Heyward            -1.043049522        0.569489947  0.473559575
## Damion Square              -0.049804706        0.097301831 -0.047497125
## Nick Williams              -0.136748449        0.144024530 -0.007276081
## Justin Tuck                 0.529648708       -0.018599502 -0.511049206
## Ricky Jean Francois        -1.190040858        0.525422076  0.664618783
## Darryl Tapp                 0.588606655       -0.491112190 -0.097494465
## Darnell Dockett            -0.315309579        0.616123388 -0.300813809
## Vaughn Martin              -0.497760845        0.561467858 -0.063707013
## Xavier Proctor             -0.472397987        0.331578384  0.140819604
## Charles Johnson            -0.193206894        0.227671939 -0.034465045
## Frank Kearse                0.079259611        0.192818577 -0.272078188
## Kendall Reyes              -0.524088029        0.339583174  0.184504855
## Cam Thomas                 -0.904122892        1.094853353 -0.190730461
## J.J. Watt                  -1.362435567        0.543233350  0.819202218
## Demarcus Dobbs             -0.165513637        0.338690360 -0.173176723
## Zach Kerr                   0.391282525       -0.390121726 -0.001160799
## Derek Wolfe                -0.845612877        0.558960390  0.286652486
## Randy Starks               -0.653003823        1.568287374 -0.915283551
## Carlos Dunlap               0.795365627       -0.520212712 -0.275152915
## Scott Crichton             -0.193013725       -0.282274310  0.475288035
## Rob Ninkovich              -0.994174777        0.648292731  0.345882046
##                             Speed     Awareness    Open Field
## Lawrence Okoye        1.664907497 -1.0597197422 -1.0597197422
## Xavier Cooper         0.981623039 -0.8934957324 -0.8934957324
## Margus Hunt           1.263672879 -0.7111177166 -0.7111177166
## Ezekiel Ansah         0.773017622 -0.3815797017 -0.3815797017
## Josh Mauro           -0.370694015  0.0875269058  0.0875269058
## Geneo Grissom         1.610055265 -1.4868604063 -1.4868604063
## David King            1.067992028 -0.2261786829 -0.2261786829
## Allen Bailey          0.023507419  0.1867712864  0.1867712864
## Xzavier Dickson       0.830817980  0.0812863548  0.0812863548
## Chris Long            0.141900602  0.5559503043  0.5559503043
## Malliciah Goodman     0.591670705 -0.0444286588 -0.0444286588
## Arik Armstead         0.069572053 -0.8410668946 -0.8410668946
## William Gholston      0.019876789 -0.1432022632 -0.1432022632
## Ethan Westbrooks      0.430636371 -0.8211724902 -0.8211724902
## Tony Jerod-Eddie     -1.060335143  0.5454853636  0.5454853636
## Gerald Rivers         1.485003707 -0.8603352509 -0.8603352509
## Calais Campbell      -0.974972140  0.3190456746  0.3190456746
## Darius Philon         1.212992507 -1.3032438800 -1.3032438800
## Ryan Russell          1.829407615 -0.7553498873 -0.7553498873
## Cliff Matthews        0.279166839 -0.5903248249 -0.5903248249
## William Hayes        -0.054084745  0.4602409270  0.4602409270
## Vic Beasley Jr.       1.474502021 -0.8165932944 -0.8165932944
## Glenn Foster          0.630301824 -0.4942605972 -0.4942605972
## Jason Jones          -0.010791734  0.2037613305  0.2037613305
## Trey Flowers          0.807313304 -0.4468305772 -0.4468305772
## Malik Jackson        -0.668363085  0.0689097012  0.0689097012
## Tevita Finau         -0.834745214  0.2402359261  0.2402359261
## Tyson Alualu         -0.278042364  0.8651645088  0.8651645088
## Cameron Jordan       -0.113814859  0.4916977760  0.4916977760
## Eugene Sims           0.447288494 -0.0847812987 -0.0847812987
## Cullen Jenkins       -1.524734776  1.1247400158  1.1247400158
## Ropati Pitoitua      -1.903828450  0.8522986675  0.8522986675
## Manny Lawson          0.842362108  0.3701874122  0.3701874122
## Jake Bequette         0.508737460 -0.1024820502 -0.1024820502
## Mike Catapano         0.911496487 -0.8976330979 -0.8976330979
## Khyri Thornton       -0.181899270 -0.4661564848 -0.4661564848
## Taylor Hart           0.758354027 -0.4310674065 -0.4310674065
## Brent Urban           0.524923335 -0.7041783167 -0.7041783167
## Lavar Edwards         0.826247840 -0.0235566304 -0.0235566304
## Mario Edwards Jr.     0.371152599 -0.8090104947 -0.8090104947
## L.T. Walton          -0.309581647 -0.1128113286 -0.1128113286
## Henry Anderson       -0.125978824  0.1556472587  0.1556472587
## Jerry Hughes          0.116248684  0.0731610423  0.0731610423
## Cory Redding         -1.141856494  1.0635386328  1.0635386328
## Mike DeVito          -0.861918132  1.0970150596  1.0970150596
## Ben Gardner           0.549775625 -0.3160731911 -0.3160731911
## Ed Stinson           -0.651651277  0.0060860695  0.0060860695
## Rakeem Nunez-Roches  -0.056312999 -0.3790966272 -0.3790966272
## Adrian Clayborn       0.221582922  0.0346826402  0.0346826402
## Tyson Jackson        -0.720506947  1.1932311357  1.1932311357
## Tenny Palepoi        -0.250657229  0.1397568163  0.1397568163
## Jerel Worthy         -0.123853260  0.1446430597  0.1446430597
## Justin Trattou        1.006866089 -0.4636350151 -0.4636350151
## Akiem Hicks          -1.270961509  0.3403420077  0.3403420077
## Stansly Maponga       0.282123602 -0.3363465849 -0.3363465849
## Ryan Robinson         1.033581487 -0.5022123630 -0.5022123630
## Olivier Vernon        0.129204199  0.0356126611  0.0356126611
## Vinny Curry           0.499617963 -0.4689531199 -0.4689531199
## T.J. Fatinikun        1.035089632 -0.4749186282 -0.4749186282
## Wallace Gilberry     -0.295579715  0.5266620541  0.5266620541
## Desmond Bryant       -0.795069129  0.7117193905  0.7117193905
## Kerry Wynn            0.384564746 -0.4889413943 -0.4889413943
## Sheldon Richardson   -0.808712065  0.1987675194  0.1987675194
## Obum Gwacham          1.866076361 -1.3495519346 -1.3495519346
## Jared Crick          -0.540165161  0.6206846761  0.6206846761
## Dante Fowler Jr.      1.386036625 -0.9588608582 -0.9588608582
## Wes Horton            0.208717497  0.0986438667  0.0986438667
## Antonio Smith        -1.488120664  1.1235594674  1.1235594674
## Greg Hardy           -0.350961884  0.1137371100  0.1137371100
## Larry English         0.398956559  0.0786298775  0.0786298775
## Robert Quinn          0.210791671 -0.0001377063 -0.0001377063
## Cassius Marsh         0.968059928 -0.5103788585 -0.5103788585
## Mike Daniels         -0.593519851  0.0965076191  0.0965076191
## Terrence Fede         0.822570895 -0.8417569883 -0.8417569883
## Datone Jones          0.438285885 -0.1963780551 -0.1963780551
## Shelby Harris         0.732545234 -0.9178285661 -0.9178285661
## Ego Ferguson         -0.545924225  0.2543596728  0.2543596728
## Olsen Pierre         -0.020314050 -0.1644469257 -0.1644469257
## C.J. Wilson          -0.193103642  0.5856664719  0.5856664719
## Jason Hatcher        -1.334121766  0.4539076413  0.4539076413
## Jeoffrey Pagan       -0.819788323 -0.1167717597 -0.1167717597
## Billy Winn           -0.142667667  0.0669070915  0.0669070915
## Jason Pierre-Paul    -0.064413336  0.2998535615  0.2998535615
## Fletcher Cox         -0.323040851  0.1830557442  0.1830557442
## Zach Moore            0.997381826 -1.2535374924 -1.2535374924
## Owamagbe Odighizuwa   1.749348240 -1.3045004580 -1.3045004580
## Cliff Avril           0.397912245  0.3753873456  0.3753873456
## Brandon Bair         -0.134689682  0.1939281827  0.1939281827
## Brian Mihalik         0.920860993 -0.1584468642 -0.1584468642
## Kroy Biermann         0.090632422  0.3324004304  0.3324004304
## Kareem Martin         1.308325227 -0.6465901655 -0.6465901655
## Vance Walker         -1.736509038  0.7495331854  0.7495331854
## John Hughes          -1.891898118  0.2660202648  0.2660202648
## Frank Alexander       0.190847478 -0.2622626409 -0.2622626409
## Mike Martin           0.120117779  0.0912541557  0.0912541557
## Kevin Vickerson      -1.458054496  0.9245134387  0.9245134387
## Alex Carrington       0.023565931  0.0668059269  0.0668059269
## Jarius Wynn          -0.634376912  0.4166364209  0.4166364209
## Jacquies Smith        0.677238410 -0.1984608572 -0.1984608572
## Kelcy Quarles         0.225197829 -0.3624919140 -0.3624919140
## Phillip Hunt          0.178260468 -0.0809351691 -0.0809351691
## Michael Bennett      -0.593861625  0.3723851002  0.3723851002
## Greg Scruggs          0.308190661 -0.1141599386 -0.1141599386
## Kendall Langford     -0.857941716  1.0540706631  1.0540706631
## Will Clarke           0.946888283 -0.4591668656 -0.4591668656
## George Johnson       -0.115070397  0.1534115560  0.1534115560
## Benson Mayowa         1.068356927 -0.5269821915 -0.5269821915
## Ricardo Mathews      -0.374730384  0.1706865181  0.1706865181
## Martin Ifedi          1.077945063 -0.5756982511 -0.5756982511
## Timmy Jernigan       -0.321165006 -0.1873166654 -0.1873166654
## Frank Clark           1.980435903 -1.5111652731 -1.5111652731
## Randy Gregory         1.549485632 -1.1712575563 -1.1712575563
## Dion Jordan           1.472526499 -0.9955097103 -0.9955097103
## DeMarcus Lawrence     0.870604287 -0.5314814750 -0.5314814750
## Jeremiah Ratliff     -1.312302183  0.8749909451  0.8749909451
## Jarvis Jenkins       -0.834204295  0.7111258799  0.7111258799
## T.J. Barnes          -1.490641337  0.7103198779  0.7103198779
## Kapron Lewis-Moore   -0.795399705 -0.2430788308 -0.2430788308
## Kevin Williams       -1.496421607  1.6919589427  1.6919589427
## Casey Walker         -0.592078103 -0.0898902803 -0.0898902803
## Frostee Rucker       -0.979669779  1.0415073167  1.0415073167
## Ryan Davis            0.254763299 -0.1576577753 -0.1576577753
## Chris Smith           1.194949659 -0.8041453652 -0.8041453652
## Leonard Williams     -0.101848398 -0.5189131914 -0.5189131914
## Stephon Tuitt        -0.532044431  0.2969567902  0.2969567902
## Muhammad Wilkerson   -1.065372640  0.2060713358  0.2060713358
## Stephen Paea         -1.717615413  0.5632250226  0.5632250226
## Travian Robertson    -0.567480150 -0.0368035078 -0.0368035078
## Jeremy Mincey        -0.660859305  0.5573889911  0.5573889911
## DaQuan Jones         -1.387785583  0.3196753929  0.3196753929
## Corey Liuget         -0.804270710  0.6864082328  0.6864082328
## Clifton Geathers     -0.338792129  0.3098569940  0.3098569940
## Mario Addison         0.227749135  0.0286480481  0.0286480481
## Max Valles            1.724485039 -0.7521677329 -0.7521677329
## Robert Ayers          0.032629590  0.2015908899  0.2015908899
## Karl Klug            -0.170406549  0.1622937285  0.1622937285
## Chris Canty          -1.854195006  1.0506420049  1.0506420049
## DeAngelo Tyson       -0.420778986  0.4552163594  0.4552163594
## Larry Webster         2.014937703 -1.1598451261 -1.1598451261
## Devin Taylor          0.862532323 -0.1365094303 -0.1365094303
## Damontre Moore        0.216530570 -0.2718025888 -0.2718025888
## Tank Carradine        1.020942368 -1.2163562715 -1.2163562715
## Matt Conrath         -0.394274693  0.1458831020  0.1458831020
## Chandler Jones        0.010609869 -0.0422739497 -0.0422739497
## Steven Means          1.126569748 -0.9858997764 -0.9858997764
## Caesar Rayford        0.392744107 -0.2402271941 -0.2402271941
## Kony Ealy             0.799187489 -0.4269789264 -0.4269789264
## Brandon Dunn         -0.594310808 -0.3204708966 -0.3204708966
## Rodney Gunter         0.583199148 -0.5062690817 -0.5062690817
## Kedric Golston       -0.785853388  0.6526548312  0.6526548312
## Stephen Bowen        -0.673194114  0.8453157395  0.8453157395
## Chris Clemons        -0.746465196  0.9179609832  0.9179609832
## Michael Johnson       0.622153194  0.1240612995  0.1240612995
## Lawrence Sidbury Jr.  1.217746688 -0.4846359474 -0.4846359474
## Brian Robison         0.271953628  0.6546801622  0.6546801622
## Jack Crawford         0.399068228  0.0860615233  0.0860615233
## Lawrence Guy         -0.532514018  0.3336845711  0.3336845711
## Cedric Thornton      -1.598679761  0.7127571920  0.7127571920
## Mario Williams       -0.149800067  0.3864840565  0.3864840565
## George Selvie        -0.145428982  0.3233733496  0.3233733496
## Cameron Wake         -0.335845326  0.4268956840  0.4268956840
## Andre Branch          0.836347726 -0.0138755080 -0.0138755080
## Kaleb Ramsey         -0.835020620 -0.1516601751 -0.1516601751
## Arthur Jones         -0.801108848  0.5925905647  0.5925905647
## Jurrell Casey        -1.396535089  0.3958031787  0.3958031787
## Christian Covington   0.676619813 -0.5478947224 -0.5478947224
## Tyeler Davison       -0.206018932 -0.0838675455 -0.0838675455
## Everson Griffen       0.087315329  0.1385386998  0.1385386998
## Bruce Gaston         -0.382366402 -0.1135142763 -0.1135142763
## Lynden Trail          1.242678381 -1.2588172360 -1.2588172360
## Derrick Shelby       -0.007269015  0.0027904321  0.0027904321
## Danielle Hunter       2.248076376 -1.2015371358 -1.2015371358
## Josh Boyd            -0.800636501  0.1801400722  0.1801400722
## Denico Autry          0.052431450 -0.0109257328 -0.0109257328
## Jaye Howard           0.122107230 -0.2195283146 -0.2195283146
## B.J. Dubose           0.199146675 -0.1493926964 -0.1493926964
## Cameron Heyward      -0.860511385  0.5123393824  0.5123393824
## Damion Square        -0.383316566  0.0003598264  0.0003598264
## Nick Williams         0.452000624  0.0949631842  0.0949631842
## Justin Tuck          -0.345529861  0.5757002843  0.5757002843
## Ricky Jean Francois  -1.333996679  0.7523041137  0.7523041137
## Darryl Tapp          -0.212586588  0.2225293082  0.2225293082
## Darnell Dockett      -1.305174164  0.5460382333  0.5460382333
## Vaughn Martin        -0.502111007  0.5025011869  0.5025011869
## Xavier Proctor       -0.717320873  0.2249194428  0.2249194428
## Charles Johnson      -0.356932477  0.6269164313  0.6269164313
## Frank Kearse         -1.550808587  0.2760728967  0.2760728967
## Kendall Reyes         0.122760239  0.4401405482  0.4401405482
## Cam Thomas           -1.040767803  0.7987844781  0.7987844781
## J.J. Watt            -1.010159672  0.4603989471  0.4603989471
## Demarcus Dobbs       -0.111203861  0.2791874974  0.2791874974
## Zach Kerr            -0.621183009 -0.4293041133 -0.4293041133
## Derek Wolfe          -0.413681487  0.5252054095  0.5252054095
## Randy Starks         -1.841838918  1.2585054867  1.2585054867
## Carlos Dunlap         0.187162932  0.0586447045  0.0586447045
## Scott Crichton        0.787148308 -0.3879824213 -0.3879824213
## Rob Ninkovich        -0.771870166  1.0361384780  1.0361384780
##                      Finesse Pass Rushing Power Pass Rushing
## Lawrence Okoye              -0.3759843522        0.830516339
## Xavier Cooper                0.9311075395       -0.125739114
## Margus Hunt                 -0.0001299185        0.158692473
## Ezekiel Ansah               -0.0259676893        0.016109471
## Josh Mauro                  -0.6198885350        0.815528739
## Geneo Grissom                0.7250267908        0.638638757
## David King                  -0.9407522400        0.325117578
## Allen Bailey                -0.4968523906        0.099802398
## Xzavier Dickson             -0.9490736720       -0.044317018
## Chris Long                  -0.9662960294       -0.287505181
## Malliciah Goodman           -0.4847768369       -0.018036550
## Arik Armstead                0.3248616963        1.287700040
## William Gholston            -0.1469154368        0.413443174
## Ethan Westbrooks             1.8598838720       -0.648175262
## Tony Jerod-Eddie            -0.3529721681        0.322336584
## Gerald Rivers                1.2888981494       -1.053231354
## Calais Campbell              0.6594786055       -0.322597815
## Darius Philon                1.8602366596       -0.466741407
## Ryan Russell                -0.1400329515       -0.178674889
## Cliff Matthews               1.4641558174       -0.562673007
## William Hayes               -1.5090206450        0.642623536
## Vic Beasley Jr.              1.1915198593       -1.032835292
## Glenn Foster                 0.2067821665        0.151437204
## Jason Jones                 -0.3098116998       -0.086919227
## Trey Flowers                -1.0752506571        1.161598507
## Malik Jackson               -0.2025369112        0.733080594
## Tevita Finau                 0.0188065690        0.335466793
## Tyson Alualu                -1.6820966922        0.229810038
## Cameron Jordan              -1.2467758715        0.377195178
## Eugene Sims                  1.1183447346       -1.396070631
## Cullen Jenkins              -0.6928721085       -0.031873148
## Ropati Pitoitua             -0.6802801947        0.879511310
## Manny Lawson                 0.6583869352       -2.241123868
## Jake Bequette               -0.3211721947        0.017398835
## Mike Catapano                1.2976815587       -0.413911850
## Khyri Thornton               1.7163785141       -0.602166274
## Taylor Hart                 -0.3646765835        0.468457369
## Brent Urban                  0.1966070808        0.686826218
## Lavar Edwards               -0.6759994506       -0.103135128
## Mario Edwards Jr.            0.2127665537        1.034101837
## L.T. Walton                 -0.6277853681        1.162989672
## Henry Anderson              -0.9321802231        0.746864530
## Jerry Hughes                 1.3948793027       -1.657450072
## Cory Redding                -1.1187281355        0.133507364
## Mike DeVito                 -1.8592964993        0.527184512
## Ben Gardner                 -0.3651478885        0.447518646
## Ed Stinson                  -0.2201019802        0.859581118
## Rakeem Nunez-Roches          0.0318143931        0.782691860
## Adrian Clayborn             -0.4689930611        0.178044859
## Tyson Jackson               -1.8007055148        0.134750190
## Tenny Palepoi               -0.7289133177        0.700056914
## Jerel Worthy                -0.6995214291        0.534088570
## Justin Trattou               0.1766704707       -0.256266529
## Akiem Hicks                 -0.0549785842        0.645256077
## Stansly Maponga              1.4359354186       -1.045365851
## Ryan Robinson                1.2003932931       -1.229550055
## Olivier Vernon              -0.2386685746        0.038239053
## Vinny Curry                  1.2892034723       -0.850915196
## T.J. Fatinikun               1.0665277453       -1.151780121
## Wallace Gilberry            -0.1150607435       -0.642683649
## Desmond Bryant              -0.9447811567        0.316411505
## Kerry Wynn                   0.0171098780        0.576208165
## Sheldon Richardson          -0.5004704386        0.911647465
## Obum Gwacham                 1.8916736229       -1.058646115
## Jared Crick                 -1.0965531490        0.395348957
## Dante Fowler Jr.             0.9842392299       -0.452554139
## Wes Horton                  -0.0676697538       -0.338335477
## Antonio Smith               -0.2168625267       -0.542135744
## Greg Hardy                  -0.3174276206        0.440915285
## Larry English                1.1375566629       -1.693772976
## Robert Quinn                -0.2928201410        0.082303883
## Cassius Marsh                0.4035259854       -0.350828197
## Mike Daniels                 0.9570375244       -0.556532911
## Terrence Fede                1.4360136734       -0.575070592
## Datone Jones                 1.0684435156       -1.113973291
## Shelby Harris                0.3084975139        0.794614384
## Ego Ferguson                -0.5248394558        0.562044335
## Olsen Pierre                -0.6891751781        1.038383079
## C.J. Wilson                 -1.6101549424        0.631925641
## Jason Hatcher                1.2296298231       -0.803323340
## Jeoffrey Pagan               0.1484034376        0.904928404
## Billy Winn                   0.9557832302       -0.946929746
## Jason Pierre-Paul            0.4556275295       -0.990921316
## Fletcher Cox                -0.5910926084        0.548021971
## Zach Moore                   1.6004518452       -0.090758686
## Owamagbe Odighizuwa          0.4207821848        0.438870491
## Cliff Avril                  1.0040756562       -2.152762593
## Brandon Bair                 0.0591829131       -0.312349597
## Brian Mihalik               -0.9512006387        0.347233374
## Kroy Biermann                0.5597672647       -1.315200547
## Kareem Martin                0.0370096587       -0.052154555
## Vance Walker                -0.1343160302        0.371758697
## John Hughes                  1.1954038239        0.164453765
## Frank Alexander              1.4925287176       -1.158850914
## Mike Martin                 -0.0708313825       -0.231794708
## Kevin Vickerson             -0.6598636319        0.268891251
## Alex Carrington             -0.1644730538        0.007295269
## Jarius Wynn                 -0.2641526328        0.065256703
## Jacquies Smith               1.3721067381       -1.652423433
## Kelcy Quarles                0.0267003790        0.473085620
## Phillip Hunt                 1.3986725509       -1.415062681
## Michael Bennett             -0.8469498322        0.696041257
## Greg Scruggs                -0.1227272155        0.042856432
## Kendall Langford            -1.2709064834        0.020706874
## Will Clarke                 -0.1506496246        0.122095072
## George Johnson               1.2528457618       -1.444598476
## Benson Mayowa                1.3056495957       -1.320042140
## Ricardo Mathews             -0.0445906875        0.077948035
## Martin Ifedi                -0.4796631465        0.553114585
## Timmy Jernigan              -0.0092054994        0.705003836
## Frank Clark                  0.6951003827        0.346794260
## Randy Gregory                1.5845183790       -0.791488899
## Dion Jordan                  1.6005958122       -1.082102891
## DeMarcus Lawrence            0.3366819013       -0.144323239
## Jeremiah Ratliff            -0.2996084847       -0.138071222
## Jarvis Jenkins              -1.0969764095        0.508928944
## T.J. Barnes                 -1.0534344030        1.123435984
## Kapron Lewis-Moore          -0.3640861833        1.645643550
## Kevin Williams              -1.5870109700       -0.300485308
## Casey Walker                 0.1033045565        0.668554107
## Frostee Rucker              -1.1190884297        0.015743576
## Ryan Davis                   1.3148872391       -1.254334988
## Chris Smith                  0.3477532250        0.065587846
## Leonard Williams             0.0217854332        1.117889348
## Stephon Tuitt               -0.7342660853        0.672396936
## Muhammad Wilkerson          -0.7122285594        1.365458528
## Stephen Paea                -0.3234588162        0.914624184
## Travian Robertson           -0.3306961303        0.971783296
## Jeremy Mincey               -0.4098744891       -0.044044188
## DaQuan Jones                -0.5245368012        1.272971598
## Corey Liuget                -1.2913572093        0.722811454
## Clifton Geathers            -1.0284576597        0.747535801
## Mario Addison                1.1064112320       -1.391456464
## Max Valles                  -0.5145771822        0.294427609
## Robert Ayers                -0.2399540745       -0.195857295
## Karl Klug                   -0.0055087617       -0.148672147
## Chris Canty                 -0.4584371770        0.211348174
## DeAngelo Tyson              -0.9292749614        0.439621229
## Larry Webster                1.5198177772       -1.215065228
## Devin Taylor                -0.1185992874       -0.470914175
## Damontre Moore               0.6844860393       -0.357411431
## Tank Carradine               0.3576167124        1.054153463
## Matt Conrath                -0.1608368836        0.263345373
## Chandler Jones              -0.4894404554        0.563378485
## Steven Means                 0.3963515389        0.448878266
## Caesar Rayford               0.0990432544       -0.011332974
## Kony Ealy                    0.2019403607       -0.147169997
## Brandon Dunn                 0.5530219376        0.682230663
## Rodney Gunter               -0.4114843199        0.840823336
## Kedric Golston              -0.6278525787        0.108396304
## Stephen Bowen               -0.9279960816       -0.089441283
## Chris Clemons                1.0911301853       -2.180586956
## Michael Johnson              0.7047919899       -1.575067783
## Lawrence Sidbury Jr.         1.3107582423       -1.559233035
## Brian Robison                0.5164817985       -2.097795751
## Jack Crawford               -0.5979973532        0.026806078
## Lawrence Guy                -0.7451084305        0.610253306
## Cedric Thornton             -0.7260748771        0.899240254
## Mario Williams              -0.2764745635       -0.346693483
## George Selvie                0.9601780360       -1.461495753
## Cameron Wake                -0.1927685976       -0.325177444
## Andre Branch                -0.1759610461       -0.632635664
## Kaleb Ramsey                -0.0537010012        1.192041972
## Arthur Jones                -1.0237900562        0.639717775
## Jurrell Casey               -0.1922927521        0.797221484
## Christian Covington          0.1352221969        0.283947435
## Tyeler Davison              -0.5597753290        0.933529352
## Everson Griffen             -0.1541437349       -0.210248993
## Bruce Gaston                -0.6725977976        1.281992752
## Lynden Trail                 1.8339809914       -0.559024901
## Derrick Shelby               0.0611602900       -0.059472139
## Danielle Hunter              1.2717957827       -1.116797887
## Josh Boyd                   -0.3220467593        0.762403116
## Denico Autry                -0.5799065830        0.549326599
## Jaye Howard                  0.1460764375        0.170872962
## B.J. Dubose                 -0.1970262294        0.296664948
## Cameron Heyward             -1.0084657869        0.844298407
## Damion Square                0.2101347539        0.172462159
## Nick Williams               -0.7346406937        0.092713702
## Justin Tuck                  0.6047656494       -1.410636357
## Ricky Jean Francois         -0.7774401252        0.606828577
## Darryl Tapp                  1.1575821140       -1.390054143
## Darnell Dockett              0.0560602941        0.157037403
## Vaughn Martin               -0.7940079982        0.291116631
## Xavier Proctor              -0.2245109209        0.491992909
## Charles Johnson             -0.3559613299       -0.540939056
## Frank Kearse                 1.2007931739       -0.202130380
## Kendall Reyes               -1.1517344275        0.148693092
## Cam Thomas                  -1.3466321868        0.789831034
## J.J. Watt                   -1.1334879583        1.222849736
## Demarcus Dobbs              -0.5126958781        0.065524745
## Zach Kerr                    1.5258081946       -0.046016959
## Derek Wolfe                 -1.2236007664        0.586871435
## Randy Starks                -1.0231296161        0.347957561
## Carlos Dunlap                1.0906664209       -1.395118762
## Scott Crichton              -0.4714123874        0.460228922
## Rob Ninkovich               -1.3477472879        0.047340498
## K-means clustering with 5 clusters of sizes 37, 44, 18, 55, 43
## 
## Cluster means:
##   Speed Pass Rushing Power Pass Rushing Open Field
## 1         0.93415727         -0.4144117 -0.5197455
## 2        -0.02638404          0.4001531 -0.3737691
## 3         0.90703943         -1.2163356  0.3092962
## 4        -0.82584769          0.5611428  0.2647049
## 5        -0.10018624         -0.2614491  0.3616354
## 
## Clustering vector:
##       Lawrence Okoye        Xavier Cooper          Margus Hunt 
##                    5                    3                    5 
##        Ezekiel Ansah           Josh Mauro        Geneo Grissom 
##                    5                    4                    3 
##           David King         Allen Bailey      Xzavier Dickson 
##                    2                    5                    2 
##           Chris Long    Malliciah Goodman        Arik Armstead 
##                    2                    2                    2 
##     William Gholston     Ethan Westbrooks     Tony Jerod-Eddie 
##                    5                    1                    4 
##        Gerald Rivers      Calais Campbell        Darius Philon 
##                    3                    5                    3 
##         Ryan Russell       Cliff Matthews        William Hayes 
##                    1                    3                    4 
##      Vic Beasley Jr.         Glenn Foster          Jason Jones 
##                    1                    1                    2 
##         Trey Flowers        Malik Jackson         Tevita Finau 
##                    5                    2                    2 
##         Tyson Alualu       Cameron Jordan          Eugene Sims 
##                    4                    4                    1 
##       Cullen Jenkins      Ropati Pitoitua         Manny Lawson 
##                    4                    4                    1 
##        Jake Bequette        Mike Catapano       Khyri Thornton 
##                    5                    3                    1 
##          Taylor Hart          Brent Urban        Lavar Edwards 
##                    5                    5                    5 
##    Mario Edwards Jr.          L.T. Walton       Henry Anderson 
##                    5                    4                    2 
##         Jerry Hughes         Cory Redding          Mike DeVito 
##                    1                    4                    4 
##          Ben Gardner           Ed Stinson  Rakeem Nunez-Roches 
##                    2                    4                    5 
##      Adrian Clayborn        Tyson Jackson        Tenny Palepoi 
##                    2                    4                    4 
##         Jerel Worthy       Justin Trattou          Akiem Hicks 
##                    4                    1                    4 
##      Stansly Maponga        Ryan Robinson       Olivier Vernon 
##                    3                    3                    2 
##          Vinny Curry       T.J. Fatinikun     Wallace Gilberry 
##                    1                    1                    2 
##       Desmond Bryant           Kerry Wynn   Sheldon Richardson 
##                    4                    5                    4 
##         Obum Gwacham          Jared Crick     Dante Fowler Jr. 
##                    3                    4                    3 
##           Wes Horton        Antonio Smith           Greg Hardy 
##                    5                    2                    2 
##        Larry English         Robert Quinn        Cassius Marsh 
##                    1                    5                    5 
##         Mike Daniels        Terrence Fede         Datone Jones 
##                    2                    1                    1 
##        Shelby Harris         Ego Ferguson         Olsen Pierre 
##                    5                    4                    2 
##          C.J. Wilson        Jason Hatcher       Jeoffrey Pagan 
##                    4                    2                    4 
##           Billy Winn    Jason Pierre-Paul         Fletcher Cox 
##                    1                    5                    4 
##           Zach Moore  Owamagbe Odighizuwa          Cliff Avril 
##                    3                    1                    1 
##         Brandon Bair        Brian Mihalik        Kroy Biermann 
##                    5                    2                    5 
##        Kareem Martin         Vance Walker          John Hughes 
##                    1                    4                    2 
##      Frank Alexander          Mike Martin      Kevin Vickerson 
##                    1                    2                    2 
##      Alex Carrington          Jarius Wynn       Jacquies Smith 
##                    2                    4                    1 
##        Kelcy Quarles         Phillip Hunt      Michael Bennett 
##                    5                    3                    4 
##         Greg Scruggs     Kendall Langford          Will Clarke 
##                    2                    4                    5 
##       George Johnson        Benson Mayowa      Ricardo Mathews 
##                    1                    3                    2 
##         Martin Ifedi       Timmy Jernigan          Frank Clark 
##                    5                    5                    3 
##        Randy Gregory          Dion Jordan    DeMarcus Lawrence 
##                    3                    3                    5 
##     Jeremiah Ratliff       Jarvis Jenkins          T.J. Barnes 
##                    2                    4                    4 
##   Kapron Lewis-Moore       Kevin Williams         Casey Walker 
##                    4                    4                    5 
##       Frostee Rucker           Ryan Davis          Chris Smith 
##                    4                    1                    1 
##     Leonard Williams        Stephon Tuitt   Muhammad Wilkerson 
##                    5                    2                    4 
##         Stephen Paea    Travian Robertson        Jeremy Mincey 
##                    4                    2                    2 
##         DaQuan Jones         Corey Liuget     Clifton Geathers 
##                    4                    4                    4 
##        Mario Addison           Max Valles         Robert Ayers 
##                    1                    5                    5 
##            Karl Klug          Chris Canty       DeAngelo Tyson 
##                    2                    4                    4 
##        Larry Webster         Devin Taylor       Damontre Moore 
##                    3                    1                    5 
##       Tank Carradine         Matt Conrath       Chandler Jones 
##                    5                    5                    5 
##         Steven Means       Caesar Rayford            Kony Ealy 
##                    1                    2                    1 
##         Brandon Dunn        Rodney Gunter       Kedric Golston 
##                    5                    5                    4 
##        Stephen Bowen        Chris Clemons      Michael Johnson 
##                    4                    1                    1 
## Lawrence Sidbury Jr.        Brian Robison        Jack Crawford 
##                    1                    1                    2 
##         Lawrence Guy      Cedric Thornton       Mario Williams 
##                    4                    4                    5 
##        George Selvie         Cameron Wake         Andre Branch 
##                    1                    5                    5 
##         Kaleb Ramsey         Arthur Jones        Jurrell Casey 
##                    2                    4                    4 
##  Christian Covington       Tyeler Davison      Everson Griffen 
##                    1                    4                    2 
##         Bruce Gaston         Lynden Trail       Derrick Shelby 
##                    2                    1                    5 
##      Danielle Hunter            Josh Boyd         Denico Autry 
##                    3                    4                    5 
##          Jaye Howard          B.J. Dubose      Cameron Heyward 
##                    2                    2                    4 
##        Damion Square        Nick Williams          Justin Tuck 
##                    2                    2                    1 
##  Ricky Jean Francois          Darryl Tapp      Darnell Dockett 
##                    4                    1                    2 
##        Vaughn Martin       Xavier Proctor      Charles Johnson 
##                    4                    4                    2 
##         Frank Kearse        Kendall Reyes           Cam Thomas 
##                    2                    4                    4 
##            J.J. Watt       Demarcus Dobbs            Zach Kerr 
##                    4                    2                    5 
##          Derek Wolfe         Randy Starks        Carlos Dunlap 
##                    4                    2                    1 
##       Scott Crichton        Rob Ninkovich 
##                    5                    4 
## 
## Within cluster sum of squares by cluster:
## [1]  9.449496 10.463551  4.940646 14.248035  9.167314
##  (between_SS / total_SS =  78.2 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"    
## [5] "tot.withinss" "betweenss"    "size"         "iter"        
## [9] "ifault"
## K-means clustering with 5 clusters of sizes 36, 30, 22, 44, 65
## 
## Cluster means:
##         Speed   Awareness  Open Field Finesse Pass Rushing
## 1  0.91507292 -0.58678657 -0.58678657          -0.06407055
## 2 -0.03960658  0.11056616  0.11056616           1.06084869
## 3  1.23681909 -0.92465182 -0.92465182           1.38564560
## 4 -1.02164791  0.74172168  0.74172168          -0.90181497
## 5 -0.21556830  0.08482951  0.08482951          -0.31266562
##   Power Pass Rushing
## 1          0.3225708
## 2         -1.2423744
## 3         -0.7731610
## 4          0.4400195
## 5          0.3585749
## 
## Clustering vector:
##       Lawrence Okoye        Xavier Cooper          Margus Hunt 
##                    1                    3                    1 
##        Ezekiel Ansah           Josh Mauro        Geneo Grissom 
##                    1                    5                    1 
##           David King         Allen Bailey      Xzavier Dickson 
##                    1                    5                    5 
##           Chris Long    Malliciah Goodman        Arik Armstead 
##                    5                    5                    1 
##     William Gholston     Ethan Westbrooks     Tony Jerod-Eddie 
##                    5                    3                    4 
##        Gerald Rivers      Calais Campbell        Darius Philon 
##                    3                    2                    3 
##         Ryan Russell       Cliff Matthews        William Hayes 
##                    1                    3                    4 
##      Vic Beasley Jr.         Glenn Foster          Jason Jones 
##                    3                    1                    5 
##         Trey Flowers        Malik Jackson         Tevita Finau 
##                    1                    5                    5 
##         Tyson Alualu       Cameron Jordan          Eugene Sims 
##                    4                    4                    2 
##       Cullen Jenkins      Ropati Pitoitua         Manny Lawson 
##                    4                    4                    2 
##        Jake Bequette        Mike Catapano       Khyri Thornton 
##                    5                    3                    2 
##          Taylor Hart          Brent Urban        Lavar Edwards 
##                    1                    1                    1 
##    Mario Edwards Jr.          L.T. Walton       Henry Anderson 
##                    1                    5                    5 
##         Jerry Hughes         Cory Redding          Mike DeVito 
##                    2                    4                    4 
##          Ben Gardner           Ed Stinson  Rakeem Nunez-Roches 
##                    1                    5                    5 
##      Adrian Clayborn        Tyson Jackson        Tenny Palepoi 
##                    5                    4                    5 
##         Jerel Worthy       Justin Trattou          Akiem Hicks 
##                    5                    1                    4 
##      Stansly Maponga        Ryan Robinson       Olivier Vernon 
##                    2                    3                    5 
##          Vinny Curry       T.J. Fatinikun     Wallace Gilberry 
##                    3                    3                    5 
##       Desmond Bryant           Kerry Wynn   Sheldon Richardson 
##                    4                    1                    5 
##         Obum Gwacham          Jared Crick     Dante Fowler Jr. 
##                    3                    4                    3 
##           Wes Horton        Antonio Smith           Greg Hardy 
##                    5                    4                    5 
##        Larry English         Robert Quinn        Cassius Marsh 
##                    2                    5                    1 
##         Mike Daniels        Terrence Fede         Datone Jones 
##                    2                    3                    2 
##        Shelby Harris         Ego Ferguson         Olsen Pierre 
##                    1                    5                    5 
##          C.J. Wilson        Jason Hatcher       Jeoffrey Pagan 
##                    4                    2                    5 
##           Billy Winn    Jason Pierre-Paul         Fletcher Cox 
##                    2                    2                    5 
##           Zach Moore  Owamagbe Odighizuwa          Cliff Avril 
##                    3                    1                    2 
##         Brandon Bair        Brian Mihalik        Kroy Biermann 
##                    5                    1                    2 
##        Kareem Martin         Vance Walker          John Hughes 
##                    1                    4                    5 
##      Frank Alexander          Mike Martin      Kevin Vickerson 
##                    2                    5                    4 
##      Alex Carrington          Jarius Wynn       Jacquies Smith 
##                    5                    5                    2 
##        Kelcy Quarles         Phillip Hunt      Michael Bennett 
##                    1                    2                    4 
##         Greg Scruggs     Kendall Langford          Will Clarke 
##                    5                    4                    1 
##       George Johnson        Benson Mayowa      Ricardo Mathews 
##                    2                    3                    5 
##         Martin Ifedi       Timmy Jernigan          Frank Clark 
##                    1                    5                    3 
##        Randy Gregory          Dion Jordan    DeMarcus Lawrence 
##                    3                    3                    1 
##     Jeremiah Ratliff       Jarvis Jenkins          T.J. Barnes 
##                    4                    4                    4 
##   Kapron Lewis-Moore       Kevin Williams         Casey Walker 
##                    5                    4                    5 
##       Frostee Rucker           Ryan Davis          Chris Smith 
##                    4                    2                    1 
##     Leonard Williams        Stephon Tuitt   Muhammad Wilkerson 
##                    5                    5                    4 
##         Stephen Paea    Travian Robertson        Jeremy Mincey 
##                    4                    5                    4 
##         DaQuan Jones         Corey Liuget     Clifton Geathers 
##                    4                    4                    5 
##        Mario Addison           Max Valles         Robert Ayers 
##                    2                    1                    5 
##            Karl Klug          Chris Canty       DeAngelo Tyson 
##                    5                    4                    4 
##        Larry Webster         Devin Taylor       Damontre Moore 
##                    3                    1                    2 
##       Tank Carradine         Matt Conrath       Chandler Jones 
##                    1                    5                    5 
##         Steven Means       Caesar Rayford            Kony Ealy 
##                    1                    1                    1 
##         Brandon Dunn        Rodney Gunter       Kedric Golston 
##                    5                    1                    4 
##        Stephen Bowen        Chris Clemons      Michael Johnson 
##                    4                    2                    2 
## Lawrence Sidbury Jr.        Brian Robison        Jack Crawford 
##                    3                    2                    5 
##         Lawrence Guy      Cedric Thornton       Mario Williams 
##                    5                    4                    5 
##        George Selvie         Cameron Wake         Andre Branch 
##                    2                    5                    1 
##         Kaleb Ramsey         Arthur Jones        Jurrell Casey 
##                    5                    4                    4 
##  Christian Covington       Tyeler Davison      Everson Griffen 
##                    1                    5                    5 
##         Bruce Gaston         Lynden Trail       Derrick Shelby 
##                    5                    3                    5 
##      Danielle Hunter            Josh Boyd         Denico Autry 
##                    3                    5                    5 
##          Jaye Howard          B.J. Dubose      Cameron Heyward 
##                    5                    5                    4 
##        Damion Square        Nick Williams          Justin Tuck 
##                    5                    5                    2 
##  Ricky Jean Francois          Darryl Tapp      Darnell Dockett 
##                    4                    2                    4 
##        Vaughn Martin       Xavier Proctor      Charles Johnson 
##                    4                    5                    5 
##         Frank Kearse        Kendall Reyes           Cam Thomas 
##                    2                    5                    4 
##            J.J. Watt       Demarcus Dobbs            Zach Kerr 
##                    4                    5                    2 
##          Derek Wolfe         Randy Starks        Carlos Dunlap 
##                    4                    4                    2 
##       Scott Crichton        Rob Ninkovich 
##                    1                    4 
## 
## Within cluster sum of squares by cluster:
## [1] 28.64121 28.51805 16.49651 35.85094 43.41600
##  (between_SS / total_SS =  73.5 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"    
## [5] "tot.withinss" "betweenss"    "size"         "iter"        
## [9] "ifault"
## 
## Call:
## lm(formula = DEClusterReducedReg[, 1] ~ DEClusterReducedReg[, 
##     2] + DEClusterReducedReg[, 3] + DEClusterReducedReg[, 4], 
##     data = DEClusterReducedReg)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.28718 -0.08235  0.00080  0.07988  0.18697 
## 
## Coefficients:
##                            Estimate Std. Error t value Pr(>|t|)    
## (Intercept)              -4.405e-16  6.829e-03   0.000        1    
## DEClusterReducedReg[, 2]  6.629e-01  9.235e-03  71.780   <2e-16 ***
## DEClusterReducedReg[, 3]  1.268e+00  1.130e-02 112.136   <2e-16 ***
## DEClusterReducedReg[, 4]  9.602e-02  9.816e-03   9.782   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.09584 on 193 degrees of freedom
## Multiple R-squared:  0.991,  Adjusted R-squared:  0.9909 
## F-statistic:  7084 on 3 and 193 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = DEClusterFullReg[, 1] ~ DEClusterFullReg[, 2] + 
##     DEClusterFullReg[, 3] + DEClusterFullReg[, 4] + DEClusterFullReg[, 
##     5] + DEClusterFullReg[, 6], data = DEClusterFullReg)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.292422 -0.084918  0.000472  0.079108  0.186774 
## 
## Coefficients:
##                         Estimate Std. Error t value Pr(>|t|)    
## (Intercept)           -3.081e-16  6.862e-03    0.00        1    
## DEClusterFullReg[, 2]  3.009e-01  1.003e-02   30.00   <2e-16 ***
## DEClusterFullReg[, 3]  6.549e-01  8.531e-03   76.77   <2e-16 ***
## DEClusterFullReg[, 4]  1.006e-01  1.108e-02    9.08   <2e-16 ***
## DEClusterFullReg[, 5]  3.614e-01  9.402e-03   38.44   <2e-16 ***
## DEClusterFullReg[, 6]  6.107e-01  1.304e-02   46.83   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.09632 on 191 degrees of freedom
## Multiple R-squared:  0.991,  Adjusted R-squared:  0.9908 
## F-statistic:  4209 on 5 and 191 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = DEClusterReducedReg[, 1] ~ DEClusterReducedReg[, 
##     2] + DEClusterReducedReg[, 3] + DEClusterReducedReg[, 4], 
##     data = DEClusterReducedReg)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.28718 -0.08235  0.00080  0.07988  0.18697 
## 
## Coefficients:
##                            Estimate Std. Error t value Pr(>|t|)    
## (Intercept)              -4.405e-16  6.829e-03   0.000        1    
## DEClusterReducedReg[, 2]  6.629e-01  9.235e-03  71.780   <2e-16 ***
## DEClusterReducedReg[, 3]  1.268e+00  1.130e-02 112.136   <2e-16 ***
## DEClusterReducedReg[, 4]  9.602e-02  9.816e-03   9.782   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.09584 on 193 degrees of freedom
## Multiple R-squared:  0.991,  Adjusted R-squared:  0.9909 
## F-statistic:  7084 on 3 and 193 DF,  p-value: < 2.2e-16
## 
## Call:
## lm(formula = DEClusterFullReg[, 1] ~ DEClusterFullReg[, 2] + 
##     DEClusterFullReg[, 3] + DEClusterFullReg[, 4] + DEClusterFullReg[, 
##     5] + DEClusterFullReg[, 6], data = DEClusterFullReg)
## 
## Residuals:
##       Min        1Q    Median        3Q       Max 
## -0.292422 -0.084918  0.000472  0.079108  0.186774 
## 
## Coefficients:
##                         Estimate Std. Error t value Pr(>|t|)    
## (Intercept)           -3.081e-16  6.862e-03    0.00        1    
## DEClusterFullReg[, 2]  3.009e-01  1.003e-02   30.00   <2e-16 ***
## DEClusterFullReg[, 3]  6.549e-01  8.531e-03   76.77   <2e-16 ***
## DEClusterFullReg[, 4]  1.006e-01  1.108e-02    9.08   <2e-16 ***
## DEClusterFullReg[, 5]  3.614e-01  9.402e-03   38.44   <2e-16 ***
## DEClusterFullReg[, 6]  6.107e-01  1.304e-02   46.83   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.09632 on 191 degrees of freedom
## Multiple R-squared:  0.991,  Adjusted R-squared:  0.9908 
## F-statistic:  4209 on 5 and 191 DF,  p-value: < 2.2e-16
##         Speed   Awareness  Open Field Finesse Pass Rushing
## 1  0.91507292 -0.58678657 -0.58678657          -0.06407055
## 2 -0.03960658  0.11056616  0.11056616           1.06084869
## 3  1.23681909 -0.92465182 -0.92465182           1.38564560
## 4 -1.02164791  0.74172168  0.74172168          -0.90181497
## 5 -0.21556830  0.08482951  0.08482951          -0.31266562
##   Power Pass Rushing
## 1          0.3225708
## 2         -1.2423744
## 3         -0.7731610
## 4          0.4400195
## 5          0.3585749
##   Speed Pass Rushing Power Pass Rushing Open Field
## 1         0.93415727         -0.4144117 -0.5197455
## 2        -0.02638404          0.4001531 -0.3737691
## 3         0.90703943         -1.2163356  0.3092962
## 4        -0.82584769          0.5611428  0.2647049
## 5        -0.10018624         -0.2614491  0.3616354
##         Speed   Awareness  Open Field Finesse Pass Rushing
## 1  0.91507292 -0.58678657 -0.58678657          -0.06407055
## 2 -0.03960658  0.11056616  0.11056616           1.06084869
## 3  1.23681909 -0.92465182 -0.92465182           1.38564560
## 4 -1.02164791  0.74172168  0.74172168          -0.90181497
## 5 -0.21556830  0.08482951  0.08482951          -0.31266562
##   Power Pass Rushing
## 1          0.3225708
## 2         -1.2423744
## 3         -0.7731610
## 4          0.4400195
## 5          0.3585749
##                      Power Speed Hybrid Finesse Rusher Speed Rusher
## Lawrence Okoye                 15.51830       10.30482     14.12927
## Xavier Cooper                  38.04996       40.03220     42.17744
## Margus Hunt                    53.85428       48.78612     54.75933
## Ezekiel Ansah                  82.14595       80.86255     82.38995
## Josh Mauro                     20.44134       18.90657     16.40620
## Geneo Grissom                  40.36828       34.64149     42.81198
## David King                     38.50057       29.62997     35.86522
## Allen Bailey                   65.64883       65.18503     63.08315
## Xzavier Dickson                36.31567       30.68949     34.15112
## Chris Long                     67.45340       64.88967     65.27125
## Malliciah Goodman              39.68763       36.33743     38.62355
## Arik Armstead                  45.81439       38.18520     44.18190
## William Gholston               48.47481       48.17507     45.89440
## Ethan Westbrooks               31.52066       35.55734     41.42652
## Tony Jerod-Eddie               45.38950       46.48031     41.93204
## Gerald Rivers                  35.66320       37.51260     45.74493
## Calais Campbell                84.89270       89.26129     85.96321
## Darius Philon                  36.72856       40.91692     46.05838
## Ryan Russell                   36.10062       30.37499     38.16989
## Cliff Matthews                 47.86721       53.36038     55.66615
## William Hayes                  69.75494       66.10103     61.48707
## Vic Beasley Jr.                64.16340       63.82192     73.58692
## Glenn Foster                   52.97258       49.85641     54.31630
## Jason Jones                    60.69596       59.99464     59.88023
## Trey Flowers                   47.32529       37.70047     40.09445
## Malik Jackson                  67.70213       66.04803     64.30427
## Tevita Finau                   29.59136       29.55350     28.43702
## Tyson Alualu                   48.97342       46.88335     40.49061
## Cameron Jordan                 74.46181       71.38180     68.91235
## Eugene Sims                    54.38262       60.06929     64.03495
## Cullen Jenkins                 47.64896       51.89793     43.09707
## Ropati Pitoitua                43.49221       44.92518     36.00437
## Manny Lawson                   59.35402       66.92643     69.40637
## Jake Bequette                  54.13114       53.29763     52.69101
## Mike Catapano                  47.25842       49.54352     54.61810
## Khyri Thornton                 35.42509       40.78082     44.39323
## Taylor Hart                    45.88743       40.06620     43.93917
## Brent Urban                    39.27833       35.74945     38.30601
## Lavar Edwards                  45.37372       43.49188     43.11498
## Mario Edwards Jr.              47.24968       41.48534     45.48176
## L.T. Walton                    21.77948       18.30012     17.13797
## Henry Anderson                 41.49705       35.14093     36.06020
## Jerry Hughes                   75.78795       83.29526     83.41275
## Cory Redding                   56.16732       56.25869     50.19511
## Mike DeVito                    68.47503       67.09911     58.15788
## Ben Gardner                    38.11983       32.86835     36.28366
## Ed Stinson                     31.17080       29.33450     27.47381
## Rakeem Nunez-Roches            30.86716       29.73310     28.20193
## Adrian Clayborn                60.83966       57.58342     58.94170
## Tyson Jackson                  48.10051       46.51745     39.40839
## Tenny Palepoi                  38.14158       35.86715     32.55918
## Jerel Worthy                   35.55603       33.04835     31.03601
## Justin Trattou                 37.30944       33.90191     40.45576
## Akiem Hicks                    59.15112       62.11578     54.95099
## Stansly Maponga                51.03990       58.67382     60.08986
## Ryan Robinson                  33.45059       38.03964     42.76784
## Olivier Vernon                 70.34697       68.81241     69.70867
## Vinny Curry                    66.15782       69.04888     74.08283
## T.J. Fatinikun                 47.32505       49.93583     56.89273
## Wallace Gilberry               49.57545       52.10871     51.17882
## Desmond Bryant                 56.04798       56.24503     49.96209
## Kerry Wynn                     34.97056       31.67834     33.69433
## Sheldon Richardson             82.69641       82.90886     77.98888
## Obum Gwacham                   29.49888       32.05191     41.55196
## Jared Crick                    51.28415       51.16001     44.14701
## Dante Fowler Jr.               71.03688       70.89086     76.60531
## Wes Horton                     52.07743       52.73806     53.07133
## Antonio Smith                  47.46224       53.61159     46.94561
## Greg Hardy                     77.72722       76.20265     75.52892
## Larry English                  48.50906       56.01531     59.24490
## Robert Quinn                   86.93208       86.83892     85.94451
## Cassius Marsh                  40.62768       40.58854     44.07350
## Mike Daniels                   79.11461       83.23847     82.66368
## Terrence Fede                  53.05095       55.54497     61.63974
## Datone Jones                   51.75057       57.41353     60.03064
## Shelby Harris                  36.86949       32.26724     36.36237
## Ego Ferguson                   37.26132       35.65215     33.04228
## Olsen Pierre                   20.96821       15.62359     17.32239
## C.J. Wilson                    48.34259       43.28958     39.43035
## Jason Hatcher                  71.96311       79.28750     77.29055
## Jeoffrey Pagan                 27.51316       27.35840     24.76813
## Billy Winn                     53.24469       59.51892     60.03171
## Jason Pierre-Paul              81.66360       86.96820     84.01447
## Fletcher Cox                   82.72292       81.45712     79.50434
## Zach Moore                     50.52213       51.56454     58.23764
## Owamagbe Odighizuwa            48.98526       38.24723     52.72231
## Cliff Avril                    78.85981       85.17931     86.23837
## Brandon Bair                   40.40427       42.60099     41.34721
## Brian Mihalik                  22.39581       16.76996     19.87403
## Kroy Biermann                  59.55130       66.81593     65.39382
## Kareem Martin                  54.64763       49.06985     56.90505
## Vance Walker                   42.70933       46.45010     39.26324
## John Hughes                    53.12757       61.74445     55.29511
## Frank Alexander                37.63606       41.57359     48.77394
## Mike Martin                    47.81727       47.14897     48.79914
## Kevin Vickerson                37.38683       37.95626     33.19020
## Alex Carrington                41.94735       39.13632     42.16705
## Jarius Wynn                    50.48882       52.81686     48.11805
## Jacquies Smith                 52.66602       59.02013     64.47669
## Kelcy Quarles                  30.72046       30.19226     29.03521
## Phillip Hunt                   48.56566       57.94829     58.60888
## Michael Bennett                83.81117       81.81992     79.68439
## Greg Scruggs                   33.82127       31.70909     33.82475
## Kendall Langford               54.41953       54.06622     48.33555
## Will Clarke                    47.20789       44.02029     46.91149
## George Johnson                 52.31211       60.85764     61.99009
## Benson Mayowa                  48.03180       54.81672     58.00269
## Ricardo Mathews                47.60098       48.03958     46.91256
## Martin Ifedi                   30.97638       24.86838     28.80993
## Timmy Jernigan                 58.41051       56.69672     55.75304
## Frank Clark                    44.92646       39.49415     48.41028
## Randy Gregory                  61.00297       63.65854     70.44822
## Dion Jordan                    62.95076       66.80403     73.00239
## DeMarcus Lawrence              64.81728       64.68916     66.88759
## Jeremiah Ratliff               62.79795       65.96011     61.02860
## Jarvis Jenkins                 36.01321       34.44396     29.62079
## T.J. Barnes                    18.63524       17.02600     12.99585
## Kapron Lewis-Moore             28.73670       23.34824     23.04227
## Kevin Williams                 38.70705       40.58619     32.30711
## Casey Walker                   21.52618       21.47812     19.70558
## Frostee Rucker                 60.30093       61.16467     54.64324
## Ryan Davis                     57.46430       64.45791     66.70697
## Chris Smith                    50.22317       45.72427     53.09285
## Leonard Williams               61.66672       57.49117     58.17735
## Stephon Tuitt                  44.09869       40.49350     38.85434
## Muhammad Wilkerson             84.02372       82.45803     77.99503
## Stephen Paea                   56.29453       56.84179     50.45634
## Travian Robertson              20.63229       16.78167     17.86731
## Jeremy Mincey                  62.47191       62.77982     60.72936
## DaQuan Jones                   30.39959       28.89785     23.95491
## Corey Liuget                   66.15261       64.29183     57.63925
## Clifton Geathers               39.96157       36.96943     32.98444
## Mario Addison                  56.62239       63.02733     65.81054
## Max Valles                     31.70978       26.44186     29.98107
## Robert Ayers                   65.80676       67.21349     65.03990
## Karl Klug                      51.29569       50.30023     52.37509
## Chris Canty                    56.38653       61.10096     51.66709
## DeAngelo Tyson                 30.95488       29.69875     25.80186
## Larry Webster                  50.75667       53.31645     62.53601
## Devin Taylor                   47.53693       46.10970     49.57663
## Damontre Moore                 55.71277       59.50859     59.25582
## Tank Carradine                 62.05024       53.82048     61.75664
## Matt Conrath                   30.23293       30.85852     28.29852
## Chandler Jones                 78.79341       76.00853     75.98460
## Steven Means                   46.86647       40.23605     48.98634
## Caesar Rayford                 37.74862       34.68203     39.36671
## Kony Ealy                      52.37699       50.38380     54.66907
## Brandon Dunn                   22.43554       23.20917     21.84203
## Rodney Gunter                  23.05153       19.16557     20.01761
## Kedric Golston                 38.53724       39.23031     34.99823
## Stephen Bowen                  42.89484       43.58261     38.71300
## Chris Clemons                  53.17688       67.37612     63.33459
## Michael Johnson                68.61298       73.13845     76.06768
## Lawrence Sidbury Jr.           54.44508       59.29229     65.87216
## Brian Robison                  63.86504       71.33773     72.26415
## Jack Crawford                  45.55914       42.14488     43.71124
## Lawrence Guy                   44.67106       43.50399     38.75220
## Cedric Thornton                55.25137       56.99158     47.02150
## Mario Williams                 79.20282       81.07773     78.70759
## George Selvie                  49.68313       56.94133     58.63426
## Cameron Wake                   83.38776       85.98705     82.76996
## Andre Branch                   55.19794       55.25208     57.15475
## Kaleb Ramsey                   24.91251       21.51887     21.73149
## Arthur Jones                   45.31338       44.60874     37.79850
## Jurrell Casey                  80.67704       82.25172     76.76673
## Christian Covington            29.17184       24.35161     30.36316
## Tyeler Davison                 26.79162       22.80630     22.59794
## Everson Griffen                79.90581       79.75410     80.12013
## Bruce Gaston                   25.34410       19.78670     20.34233
## Lynden Trail                   27.34770       26.97797     37.83491
## Derrick Shelby                 51.53970       52.18530     51.88583
## Danielle Hunter                47.37628       49.86528     57.61451
## Josh Boyd                      49.04667       47.23421     44.65243
## Denico Autry                   29.64466       26.74239     26.09851
## Jaye Howard                    60.57565       58.84073     61.10565
## B.J. Dubose                    27.54540       25.03008     26.48657
## Cameron Heyward                72.52634       70.87405     65.34942
## Damion Square                  34.10538       34.88774     34.07524
## Nick Williams                  46.53009       42.91475     43.75993
## Justin Tuck                    68.57765       75.35097     74.33823
## Ricky Jean Francois            47.53269       49.44666     40.41394
## Darryl Tapp                    46.42960       56.40009     55.06995
## Darnell Dockett                61.50187       64.52103     60.12305
## Vaughn Martin                  38.79319       37.27680     34.42895
## Xavier Proctor                 24.23921       24.34304     21.67244
## Charles Johnson                75.98753       78.33544     75.77675
## Frank Kearse                   31.34447       39.19848     34.99727
## Kendall Reyes                  49.54376       46.37815     44.32472
## Cam Thomas                     33.52240       30.30600     25.83135
## J.J. Watt                      91.59386       90.58588     86.85474
## Demarcus Dobbs                 43.01904       41.55926     40.79463
## Zach Kerr                      40.56410       46.18971     46.21882
## Derek Wolfe                    61.05227       57.74774     53.68941
## Randy Starks                   44.80867       44.87236     38.54086
## Carlos Dunlap                  76.26972       81.76743     82.75791
## Scott Crichton                 52.28906       47.60477     49.37540
## Rob Ninkovich                  68.37899       68.95719     61.91106
##                      Power Rusher Balanced DE
## Lawrence Okoye           10.60681    12.27767
## Xavier Cooper            33.70129    35.73456
## Margus Hunt              45.43925    48.83935
## Ezekiel Ansah            79.83424    80.70782
## Josh Mauro               26.04405    23.20313
## Geneo Grissom            29.21785    33.93071
## David King               30.84934    33.53154
## Allen Bailey             69.02601    67.24479
## Xzavier Dickson          32.08515    33.32465
## Chris Long               67.45537    67.00980
## Malliciah Goodman        36.80304    37.69700
## Arik Armstead            39.20514    42.33557
## William Gholston         52.36971    50.45496
## Ethan Westbrooks         22.02962    26.83197
## Tony Jerod-Eddie         52.97576    49.69036
## Gerald Rivers            22.73910    28.45815
## Calais Campbell          89.09085    87.61935
## Darius Philon            27.43920    31.97219
## Ryan Russell             25.22099    29.38184
## Cliff Matthews           42.15291    45.38862
## William Hayes            77.39287    73.39024
## Vic Beasley Jr.          45.92273    54.56334
## Glenn Foster             46.64616    49.43054
## Jason Jones              61.05488    60.75784
## Trey Flowers             46.58200    46.05309
## Malik Jackson            71.39411    69.82757
## Tevita Finau             31.91363    31.12091
## Tyson Alualu             59.99630    54.22192
## Cameron Jordan           78.95094    76.49601
## Eugene Sims              45.16112    49.85872
## Cullen Jenkins           60.88631    55.07254
## Ropati Pitoitua          58.83881    52.12918
## Manny Lawson             51.09955    55.03360
## Jake Bequette            55.10528    54.29141
## Mike Catapano            38.06148    42.54221
## Khyri Thornton           28.50666    32.46282
## Taylor Hart              41.37930    42.98134
## Brent Urban              36.37407    37.57414
## Lavar Edwards            46.10798    45.11723
## Mario Edwards Jr.        42.99317    44.87766
## L.T. Walton              25.69120    23.65592
## Henry Anderson           42.39049    41.57361
## Jerry Hughes             72.19561    74.44441
## Cory Redding             65.95172    61.42210
## Mike DeVito              81.15675    75.24943
## Ben Gardner              34.21579    35.63463
## Ed Stinson               35.57827    33.61103
## Rakeem Nunez-Roches      34.13661    32.59508
## Adrian Clayborn          59.69344    59.92540
## Tyson Jackson            60.31090    54.12111
## Tenny Palepoi            44.85430    41.42929
## Jerel Worthy             40.03191    37.63928
## Justin Trattou           27.92319    31.88055
## Akiem Hicks              69.91177    65.46788
## Stansly Maponga          45.73652    48.79939
## Ryan Robinson            24.64239    28.75171
## Olivier Vernon           69.37457    69.68673
## Vinny Curry              55.59727    61.04171
## T.J. Fatinikun           34.80236    40.64725
## Wallace Gilberry         50.09902    49.95159
## Desmond Bryant           66.05586    61.35622
## Kerry Wynn               32.84291    33.66988
## Sheldon Richardson       89.30614    86.52080
## Obum Gwacham             15.95713    21.80231
## Jared Crick              62.66885    57.12708
## Dante Fowler Jr.         60.09639    65.27855
## Wes Horton               51.08209    51.44388
## Antonio Smith            56.54144    52.85090
## Greg Hardy               79.45133    78.64181
## Larry English            40.08613    44.41652
## Robert Quinn             88.25285    87.53116
## Cassius Marsh            34.69750    37.24156
## Mike Daniels             78.80229    79.45939
## Terrence Fede            41.79464    47.37326
## Datone Jones             45.02158    48.51799
## Shelby Harris            31.83735    33.97533
## Ego Ferguson             42.61460    40.05103
## Olsen Pierre             20.02474    20.21357
## C.J. Wilson              56.52237    52.02436
## Jason Hatcher            73.35117    73.66076
## Jeoffrey Pagan           32.67377    30.53623
## Billy Winn               50.06789    52.09331
## Jason Pierre-Paul        84.80732    83.55709
## Fletcher Cox             86.00660    84.43167
## Zach Moore               39.17453    44.74874
## Owamagbe Odighizuwa      29.54372    37.75570
## Cliff Avril              73.29960    76.28862
## Brandon Bair             41.61761    41.14303
## Brian Mihalik            18.72304    19.80411
## Kroy Biermann            58.96903    59.50862
## Kareem Martin            43.31421    48.07809
## Vance Walker             54.07850    49.39204
## John Hughes              61.69366    59.03336
## Frank Alexander          25.76731    31.66192
## Mike Martin              45.25212    46.37768
## Kevin Vickerson          45.89875    42.15641
## Alex Carrington          38.03288    39.76869
## Jarius Wynn              57.49549    54.37329
## Jacquies Smith           40.62764    46.63475
## Kelcy Quarles            32.87927    31.77075
## Phillip Hunt             43.85156    46.67525
## Michael Bennett          87.48965    85.75243
## Greg Scruggs             31.02404    32.15226
## Kendall Langford         63.74565    59.22744
## Will Clarke              43.22645    44.61723
## George Johnson           47.13746    50.24197
## Benson Mayowa            39.79829    43.82337
## Ricardo Mathews          49.46793    48.72676
## Martin Ifedi             26.23808    27.82164
## Timmy Jernigan           60.87792    59.82565
## Frank Clark              32.18016    37.48778
## Randy Gregory            47.30806    53.88906
## Dion Jordan              49.43224    56.01024
## DeMarcus Lawrence        60.81676    62.51298
## Jeremiah Ratliff         69.92125    67.04097
## Jarvis Jenkins           45.39937    40.76948
## T.J. Barnes              28.54641    23.68974
## Kapron Lewis-Moore       32.11411    30.59744
## Kevin Williams           52.45687    45.86811
## Casey Walker             25.01075    23.54954
## Frostee Rucker           70.19834    65.60212
## Ryan Davis               50.68793    54.42014
## Chris Smith              39.52497    44.14355
## Leonard Williams         62.43673    62.08247
## Stephon Tuitt            48.47036    46.27678
## Muhammad Wilkerson       90.29261    87.66042
## Stephen Paea             67.01527    62.61776
## Travian Robertson        20.51327    20.60048
## Jeremy Mincey            65.82958    64.35606
## DaQuan Jones             40.97725    36.15837
## Corey Liuget             76.57503    71.68396
## Clifton Geathers         48.12748    43.91743
## Mario Addison            49.12647    53.11614
## Max Valles               27.04341    28.35539
## Robert Ayers             68.66702    67.23689
## Karl Klug                48.33243    49.79345
## Chris Canty              70.12608    64.43543
## DeAngelo Tyson           38.52365    34.65697
## Larry Webster            33.96490    41.54909
## Devin Taylor             41.89911    44.13228
## Damontre Moore           54.66586    55.39310
## Tank Carradine           52.03337    56.47374
## Matt Conrath             34.52809    32.56138
## Chandler Jones           79.83346    79.16934
## Steven Means             34.99274    40.14321
## Caesar Rayford           31.27780    34.13957
## Kony Ealy                45.75384    48.61426
## Brandon Dunn             24.88997    24.09259
## Rodney Gunter            22.92470    22.62955
## Kedric Golston           45.65718    42.32865
## Stephen Bowen            50.81958    46.95578
## Chris Clemons            54.83793    54.96047
## Michael Johnson          60.76199    64.63426
## Lawrence Sidbury Jr.     40.72042    47.26156
## Brian Robison            58.65606    61.32152
## Jack Crawford            43.94103    44.25864
## Lawrence Guy             53.27157    49.09692
## Cedric Thornton          70.71770    64.03147
## Mario Williams           82.22148    80.81111
## George Selvie            44.09884    47.26520
## Cameron Wake             87.46368    85.68986
## Andre Branch             51.44132    52.80002
## Kaleb Ramsey             26.43784    25.94039
## Arthur Jones             57.22324    51.50449
## Jurrell Casey            88.11549    85.20131
## Christian Covington      21.35625    24.66799
## Tyeler Davison           28.92357    27.73932
## Everson Griffen          79.26613    79.49681
## Bruce Gaston             26.83627    25.96736
## Lynden Trail             13.55468    19.52363
## Derrick Shelby           51.78934    51.70616
## Danielle Hunter          33.19308    39.36682
## Josh Boyd                54.45266    52.08187
## Denico Autry             31.87896    30.55063
## Jaye Howard              57.53529    58.97317
## B.J. Dubose              26.01745    26.57354
## Cameron Heyward          81.03120    77.16599
## Damion Square            35.40075    35.02384
## Nick Williams            46.12508    45.78690
## Justin Tuck              67.69553    68.53912
## Ricky Jean Francois      62.10993    55.54812
## Darryl Tapp              44.91791    46.29986
## Darnell Dockett          68.03497    65.55550
## Vaughn Martin            44.33936    41.56013
## Xavier Proctor           29.25507    26.99474
## Charles Johnson          79.19487    77.73302
## Frank Kearse             35.97480    34.89116
## Kendall Reyes            53.79217    51.22074
## Cam Thomas               43.42361    38.48939
## J.J. Watt                95.85825    94.10976
## Demarcus Dobbs           44.77940    43.76472
## Zach Kerr                39.09115    40.71194
## Derek Wolfe              68.49178    64.69754
## Randy Starks             56.04842    51.07986
## Carlos Dunlap            71.79407    74.32807
## Scott Crichton           50.77285    50.91810
## Rob Ninkovich            78.40095    73.71101
##   Speed Pass Rushing Power Pass Rushing Open Field
## 1         0.93415727         -0.4144117 -0.5197455
## 2        -0.02638404          0.4001531 -0.3737691
## 3         0.90703943         -1.2163356  0.3092962
## 4        -0.82584769          0.5611428  0.2647049
## 5        -0.10018624         -0.2614491  0.3616354
##                      Speed Rusher Power Rusher Open Field End Power Hitter
## Lawrence Okoye           12.94926     11.49225       14.38593     11.41854
## Xavier Cooper            41.97009     36.56059       49.44797     37.91088
## Margus Hunt              52.10880     48.34781       53.73526     46.86290
## Ezekiel Ansah            82.16424     80.81144       83.89396     81.17041
## Josh Mauro               19.19024     22.55186       20.71221     26.36810
## Geneo Grissom            39.69840     33.47266       44.32048     32.30477
## David King               32.12880     31.71587       28.16631     28.59628
## Allen Bailey             65.24359     67.19117       66.82787     69.62822
## Xzavier Dickson          31.91799     32.11173       29.26161     30.32944
## Chris Long               64.44232     66.43482       60.66902     65.21924
## Malliciah Goodman        37.29238     36.96210       36.37349     36.07496
## Arik Armstead            41.36823     40.72601       37.98560     37.86474
## William Gholston         49.20584     50.74842       53.30506     54.76026
## Ethan Westbrooks         35.32790     27.38611       35.05322     22.21404
## Tony Jerod-Eddie         44.65783     49.45227       42.58574     51.34409
## Gerald Rivers            38.70401     29.08888       40.00670     23.80375
## Calais Campbell          87.87565     88.38046       89.51585     89.85659
## Darius Philon            42.87400     33.22342       50.46695     31.69536
## Ryan Russell             34.04214     29.10322       35.10781     26.50677
## Cliff Matthews           53.03434     46.61432       55.89253     44.15504
## William Hayes            67.03391     72.95763       69.45549     78.24658
## Vic Beasley Jr.          65.08299     54.70400       62.50267     45.18070
## Glenn Foster             51.79594     49.05460       51.48279     46.89906
## Jason Jones              59.50392     60.32186       58.01579     59.84238
## Trey Flowers             41.57007     44.22196       43.05744     47.18950
## Malik Jackson            66.15895     69.32171       65.04140     70.72886
## Tevita Finau             28.23084     30.32772       25.02101     29.39294
## Tyson Alualu             46.21999     53.74035       47.47312     59.85582
## Cameron Jordan           71.57415     75.86059       71.06893     78.34926
## Eugene Sims              58.36252     51.09819       56.43484     44.54375
## Cullen Jenkins           47.99104     55.23684       46.04527     58.90384
## Ropati Pitoitua          42.62736     52.05278       41.14015     57.60061
## Manny Lawson             64.01347     56.60262       62.92644     50.38879
## Jake Bequette            54.52183     54.61979       58.22468     57.34173
## Mike Catapano            50.79701     43.15456       54.21541     40.25487
## Khyri Thornton           39.23294     33.01999       37.35574     27.70151
## Taylor Hart              42.52146     41.81808       42.41873     41.25039
## Brent Urban              38.80700     37.59616       41.85176     38.88812
## Lavar Edwards            44.72162     44.96859       48.60667     47.92159
## Mario Edwards Jr.        44.86316     44.04985       45.67899     44.05807
## L.T. Walton              19.35335     22.69760       19.88378     25.68064
## Henry Anderson           36.34900     40.16826       32.77452     40.21735
## Jerry Hughes             81.09357     75.99181       81.99354     72.79148
## Cory Redding             53.56743     60.82431       49.46676     62.99750
## Mike DeVito              66.16055     75.12675       67.44140     81.28095
## Ben Gardner              34.91845     34.71202       33.78732     33.75926
## Ed Stinson               29.75503     33.13087       29.47300     35.38269
## Rakeem Nunez-Roches      31.45304     32.88304       35.68105     36.99506
## Adrian Clayborn          58.43591     59.33593       56.89995     58.87989
## Tyson Jackson            44.46326     53.27581       42.57048     58.08338
## Tenny Palepoi            36.68208     41.09275       38.93712     45.95739
## Jerel Worthy             33.64404     37.06651       34.52622     40.21020
## Justin Trattou           35.53375     31.34119       33.46504     27.17006
## Akiem Hicks              60.69102     65.81294       62.87670     70.69048
## Stansly Maponga          57.50626     50.73041       60.33794     47.99770
## Ryan Robinson            37.90450     29.90952       40.07063     26.07226
## Olivier Vernon           69.07444     69.32332       67.90375     68.66781
## Vinny Curry              68.58100     61.54926       66.66539     54.82523
## T.J. Fatinikun           50.13251     41.52235       49.16057     35.01339
## Wallace Gilberry         49.88382     50.11904       46.66552     47.98107
## Desmond Bryant           55.16441     61.49708       55.52925     66.03890
## Kerry Wynn               33.45728     32.93765       34.54524     33.34178
## Sheldon Richardson       83.17610     86.79589       86.06009     90.55388
## Obum Gwacham             34.11457     22.69689       38.11016     18.08751
## Jared Crick              50.92122     57.58867       54.05802     64.29922
## Dante Fowler Jr.         73.26446     66.17567       76.10585     63.20269
## Wes Horton               52.55007     51.77691       52.60657     51.27152
## Antonio Smith            48.55106     53.02303       44.06251     52.95415
## Greg Hardy               76.64718     78.59821       75.75786     79.33362
## Larry English            53.54727     46.04236       51.77255     39.58244
## Robert Quinn             87.26571     87.77092       88.89693     89.24408
## Cassius Marsh            41.79341     37.34691       44.54249     36.16233
## Mike Daniels             81.78581     80.23600       81.10668     78.57019
## Terrence Fede            56.27504     47.89284       57.42141     42.83074
## Datone Jones             56.09250     49.68150       56.62721     45.53866
## Shelby Harris            35.45028     33.28340       37.85081     33.43142
## Ego Ferguson             35.52133     39.51198       34.89408     41.92498
## Olsen Pierre             16.81422     18.78002       14.35508     18.23567
## C.J. Wilson              44.02884     51.18413       43.88771     56.12174
## Jason Hatcher            75.86597     74.66437       72.73931     71.48862
## Jeoffrey Pagan           27.61308     30.47541       28.81574     33.49315
## Billy Winn               57.22153     53.11562       56.39360     49.59534
## Jason Pierre-Paul        85.79743     84.93458       89.00709     86.83046
## Fletcher Cox             81.79685     84.29272       82.40347     86.27887
## Zach Moore               53.87225     45.20483       57.62936     41.84063
## Owamagbe Odighizuwa      43.72053     36.38730       39.40100     28.72348
## Cliff Avril              82.86618     77.68192       81.77042     72.54405
## Brandon Bair             41.28802     41.19551       41.22520     41.08537
## Brian Mihalik            18.39218     18.66754       16.79237     17.69095
## Kroy Biermann            64.24330     60.93189       65.56187     59.53417
## Kareem Martin            51.99834     47.27587       50.76854     43.09477
## Vance Walker             43.15604     49.34464       40.65981     51.91014
## John Hughes              58.07960     60.04803       57.92664     61.31468
## Frank Alexander          39.86699     32.10019       33.83136     23.38103
## Mike Martin              46.81679     46.06694       44.39903     43.81421
## Kevin Vickerson          35.15269     41.48641       29.92344     42.00209
## Alex Carrington          39.08589     38.84410       34.34017     35.27005
## Jarius Wynn              51.39702     54.68176       52.39208     57.68172
## Jacquies Smith           57.36720     48.11341       55.31226     40.16694
## Kelcy Quarles            31.45049     31.83051       35.99326     35.35063
## Phillip Hunt             55.32561     48.43892       57.09681     44.86555
## Michael Bennett          81.95490     85.39505       81.06384     87.04077
## Greg Scruggs             32.18296     31.50038       30.82188     30.06203
## Kendall Langford         51.77657     58.71800       48.50437     61.24066
## Will Clarke              46.39554     44.39734       49.28164     45.04023
## George Johnson           57.89043     51.99723       56.34338     46.68366
## Benson Mayowa            54.61510     45.74589       59.61915     43.14197
## Ricardo Mathews          47.43166     48.73056       46.24459     48.79617
## Martin Ifedi             28.14101     27.27843       29.36607     27.52938
## Timmy Jernigan           57.58950     59.48968       58.37739     61.36986
## Frank Clark              45.03540     37.42255       51.06818     36.29833
## Randy Gregory            66.01904     55.54738       70.88143     51.77570
## Dion Jordan              68.00908     57.44292       71.85154     52.74869
## DeMarcus Lawrence        66.36335     63.00957       70.16859     63.48927
## Jeremiah Ratliff         62.96133     67.30081       59.11099     67.69639
## Jarvis Jenkins           33.69750     40.41574       32.46537     44.38369
## T.J. Barnes              16.29714     22.87854       14.74284     26.74446
## Kapron Lewis-Moore       24.92391     29.31693       23.09008     31.11093
## Kevin Williams           36.15625     45.44215       30.78256     47.96584
## Casey Walker             21.47425     23.29538       22.25217     25.22850
## Frostee Rucker           58.77768     65.47330       56.61984     68.54782
## Ryan Davis               62.57365     55.82374       62.62819     50.98625
## Chris Smith              48.68473     43.55679       48.77121     40.05825
## Leonard Williams         59.85377     61.41873       61.23672     63.48219
## Stephon Tuitt            40.74812     45.42628       38.26693     46.93296
## Muhammad Wilkerson       82.78468     87.34468       84.05541     90.63200
## Stephen Paea             54.86599     62.06291       52.01826     65.03565
## Travian Robertson        17.41555     19.58629       14.16638     18.52204
## Jeremy Mincey            61.09663     64.01428       57.44602     63.52747
## DaQuan Jones             28.44216     35.32917       27.85714     40.03364
## Corey Liuget             63.73626     71.17751       64.41878     76.35539
## Clifton Geathers         37.43586     43.16134       38.89522     48.38739
## Mario Addison            60.66159     54.20243       58.56493     48.02300
## Max Valles               30.14767     27.93909       35.65059     30.11202
## Robert Ayers             66.98122     67.83214       69.09444     69.91536
## Karl Klug                49.56354     49.24635       44.79363     45.60896
## Chris Canty              57.14730     64.60227       55.32190     68.39117
## DeAngelo Tyson           29.46512     34.30838       30.33918     38.58086
## Larry Webster            55.54090     42.80965       60.01696     37.23992
## Devin Taylor             46.83785     43.91990       46.64668     41.74585
## Damontre Moore           59.41937     56.47446       63.04078     57.04496
## Tank Carradine           59.11313     55.69413       59.95777     53.87431
## Matt Conrath             30.27522     32.33807       31.20571     34.52241
## Chandler Jones           77.15271     78.89189       77.17102     80.08281
## Steven Means             43.75957     38.93311       42.40575     34.70923
## Caesar Rayford           35.51779     33.42318       32.04721     29.58631
## Kony Ealy                51.89764     48.41147       52.22762     46.19301
## Brandon Dunn             23.19639     23.89180       24.54644     25.37679
## Rodney Gunter            21.31654     22.03001       23.88039     24.41557
## Kedric Golston           37.67296     42.27907       36.07572     44.39835
## Stephen Bowen            41.49874     46.68676       39.62755     49.00915
## Chris Clemons            61.63153     57.83729       60.67434     54.40619
## Michael Johnson          71.64297     65.82743       70.02305     60.17726
## Lawrence Sidbury Jr.     58.92869     48.59870       59.17367     41.50242
## Brian Robison            67.67870     62.60544       64.60433     56.52985
## Jack Crawford            42.95945     43.62169       41.54983     43.07556
## Lawrence Guy             43.20640     48.53978       44.69294     53.39678
## Cedric Thornton          55.26721     64.13531       57.02711     71.09060
## Mario Williams           80.25025     81.23002       81.41204     82.69372
## George Selvie            53.62543     48.48150       49.76627     42.13614
## Cameron Wake             85.14816     86.31390       87.15443     88.41610
## Andre Branch             55.84700     53.31343       57.25556     52.53739
## Kaleb Ramsey             22.33750     25.14287       19.73166     25.12454
## Arthur Jones             43.91276     51.22367       45.55621     57.53890
## Jurrell Casey            81.38119     85.39886       82.62357     88.52445
## Christian Covington      26.39632     23.97638       23.46956     20.42273
## Tyeler Davison           23.89345     26.73648       23.20661     28.29727
## Everson Griffen          79.79946     79.74224       79.12786     79.22140
## Bruce Gaston             20.86208     24.25559       18.44648     24.80220
## Lynden Trail             28.33603     19.22474       26.12595     12.99519
## Derrick Shelby           52.04853     51.86155       52.50653     52.05738
## Danielle Hunter          52.68642     40.75919       60.53800     38.08718
## Josh Boyd                46.97913     51.31449       45.26527     53.14032
## Denico Autry             27.68792     29.93955       28.30544     32.04439
## Jaye Howard              59.88459     58.97088       58.78621     57.53144
## B.J. Dubose              25.75109     25.90354       24.83288     25.34930
## Cameron Heyward          70.70858     76.85039       71.36922     81.08687
## Damion Square            34.48328     35.04369       34.06088     35.13562
## Nick Williams            43.89064     45.11000       43.50650     45.69634
## Justin Tuck              72.30163     69.83069       70.33650     66.54023
## Ricky Jean Francois      47.88733     56.03298       49.64367     62.84623
## Darryl Tapp              52.78797     47.94219       53.54994     45.07979
## Darnell Dockett          61.94913     65.54886       59.14836     66.12483
## Vaughn Martin            36.75657     41.18774       35.18271     43.20031
## Xavier Proctor           23.74678     26.68380       23.61418     28.75599
## Charles Johnson          76.77836     78.15051       76.22341     78.71647
## Frank Kearse             35.46201     35.69737       33.86491     34.71383
## Kendall Reyes            46.85109     50.82380       46.86066     53.63065
## Cam Thomas               29.38221     37.23152       26.37003     40.62678
## J.J. Watt                90.63497     93.91832       91.61085     96.02167
## Demarcus Dobbs           41.22066     43.24569       39.63593     43.53077
## Zach Kerr                45.16377     41.76538       46.11582     40.06518
## Derek Wolfe              58.24672     64.43031       58.18550     68.54487
## Randy Starks             41.09214     49.97291       33.44462     50.51285
## Carlos Dunlap            80.40659     75.94568       80.42027     72.50489
## Scott Crichton           50.19785     50.23864       53.07603     52.32700
## Rob Ninkovich            67.14683     73.67610       67.13697     77.84075
##                      Balanced DE
## Lawrence Okoye          12.91077
## Xavier Cooper           44.18578
## Margus Hunt             50.22317
## Ezekiel Ansah           82.70229
## Josh Mauro              23.96396
## Geneo Grissom           38.28263
## David King              27.82558
## Allen Bailey            68.60227
## Xzavier Dickson         29.45048
## Chris Long              62.61507
## Malliciah Goodman       36.07329
## Arik Armstead           37.41984
## William Gholston        54.71265
## Ethan Westbrooks        27.64732
## Tony Jerod-Eddie        47.04273
## Gerald Rivers           30.87866
## Calais Campbell         89.93146
## Darius Philon           41.04497
## Ryan Russell            30.42420
## Cliff Matthews          49.90488
## William Hayes           74.77927
## Vic Beasley Jr.         52.70811
## Glenn Foster            48.92834
## Jason Jones             58.79393
## Trey Flowers            45.53579
## Malik Jackson           68.04076
## Tevita Finau            26.88191
## Tyson Alualu            54.47732
## Cameron Jordan          75.11714
## Eugene Sims             49.64301
## Cullen Jenkins          52.81868
## Ropati Pitoitua         49.90369
## Manny Lawson            55.98274
## Jake Bequette           58.29353
## Mike Catapano           47.04860
## Khyri Thornton          31.66647
## Taylor Hart             41.76373
## Brent Urban             40.68149
## Lavar Edwards           48.81633
## Mario Edwards Jr.       44.91387
## L.T. Walton             23.03696
## Henry Anderson          36.23417
## Jerry Hughes            77.38125
## Cory Redding            56.35243
## Mike DeVito             75.67497
## Ben Gardner             33.60366
## Ed Stinson              32.60504
## Rakeem Nunez-Roches     37.05271
## Adrian Clayborn         57.75488
## Tyson Jackson           50.77513
## Tenny Palepoi           43.09507
## Jerel Worthy            37.73678
## Justin Trattou          29.65848
## Akiem Hicks             67.54998
## Stansly Maponga         54.07290
## Ryan Robinson           32.41741
## Olivier Vernon          68.14634
## Vinny Curry             60.00660
## T.J. Fatinikun          41.15119
## Wallace Gilberry        46.90261
## Desmond Bryant          61.42806
## Kerry Wynn              34.04829
## Sheldon Richardson      89.01733
## Obum Gwacham            26.76994
## Jared Crick             60.19344
## Dante Fowler Jr.        69.82551
## Wes Horton              51.88541
## Antonio Smith           48.23970
## Greg Hardy              77.62439
## Larry English           44.79009
## Robert Quinn            89.31585
## Cassius Marsh           40.31028
## Mike Daniels            79.63604
## Terrence Fede           49.61706
## Datone Jones            50.65483
## Shelby Harris           35.76689
## Ego Ferguson            38.59404
## Olsen Pierre            16.02306
## C.J. Wilson             50.55726
## Jason Hatcher           71.56760
## Jeoffrey Pagan          31.52472
## Billy Winn              52.56162
## Jason Pierre-Paul       88.31579
## Fletcher Cox            84.68329
## Zach Moore              49.55643
## Owamagbe Odighizuwa     32.79911
## Cliff Avril             76.79652
## Brandon Bair            41.13933
## Brian Mihalik           17.04377
## Kroy Biermann           62.50658
## Kareem Martin           46.37459
## Vance Walker            46.39437
## John Hughes             59.76527
## Frank Alexander         27.08675
## Mike Martin             43.71869
## Kevin Vickerson         35.53768
## Alex Carrington         34.15089
## Jarius Wynn             55.44335
## Jacquies Smith          46.67528
## Kelcy Quarles           36.33948
## Phillip Hunt            50.68781
## Michael Bennett         84.39609
## Greg Scruggs            30.20478
## Kendall Langford        55.04691
## Will Clarke             47.39096
## George Johnson          50.83654
## Benson Mayowa           51.39770
## Ricardo Mathews         47.46018
## Martin Ifedi            28.53760
## Timmy Jernigan          60.13733
## Frank Clark             43.77135
## Randy Gregory           61.56738
## Dion Jordan             62.41703
## DeMarcus Lawrence       67.16412
## Jeremiah Ratliff        63.32412
## Jarvis Jenkins          38.65070
## T.J. Barnes             20.50072
## Kapron Lewis-Moore      27.03424
## Kevin Williams          39.06634
## Casey Walker            23.97665
## Frostee Rucker          62.98316
## Ryan Davis              56.34403
## Chris Smith             43.98594
## Leonard Williams        62.67370
## Stephon Tuitt           42.58197
## Muhammad Wilkerson      88.10530
## Stephen Paea            58.83835
## Travian Robertson       15.95721
## Jeremy Mincey           60.25993
## DaQuan Jones            34.20968
## Corey Liuget            71.31909
## Clifton Geathers        44.26658
## Mario Addison           52.50581
## Max Valles              33.40249
## Robert Ayers            69.85409
## Karl Klug               44.52778
## Chris Canty             62.37715
## DeAngelo Tyson          34.89321
## Larry Webster           48.17464
## Devin Taylor            43.92767
## Damontre Moore          60.33948
## Tank Carradine          56.78043
## Matt Conrath            33.14618
## Chandler Jones          78.79431
## Steven Means            37.94440
## Caesar Rayford          30.19265
## Kony Ealy               48.97534
## Brandon Dunn            25.20657
## Rodney Gunter           24.57319
## Kedric Golston          40.32539
## Stephen Bowen           44.43195
## Chris Clemons           57.12387
## Michael Johnson         64.50324
## Lawrence Sidbury Jr.    49.55170
## Brian Robison           59.75890
## Jack Crawford           42.17121
## Lawrence Guy            49.67212
## Cedric Thornton         65.20828
## Mario Williams          82.28623
## George Selvie           45.00035
## Cameron Wake            88.12831
## Andre Branch            54.89699
## Kaleb Ramsey            22.18321
## Arthur Jones            52.37526
## Jurrell Casey           86.21124
## Christian Covington     21.36855
## Tyeler Davison          25.81662
## Everson Griffen         79.07737
## Bruce Gaston            21.40314
## Lynden Trail            17.98896
## Derrick Shelby          52.32966
## Danielle Hunter         49.41615
## Josh Boyd               49.30934
## Denico Autry            30.41998
## Jaye Howard             57.93533
## B.J. Dubose             24.97758
## Cameron Heyward         77.04577
## Damion Square           34.58338
## Nick Williams           44.64392
## Justin Tuck             67.97615
## Ricky Jean Francois     57.21154
## Darryl Tapp             49.02905
## Darnell Dockett         62.60192
## Vaughn Martin           39.26678
## Xavier Proctor          26.34001
## Charles Johnson         77.52476
## Frank Kearse            34.08980
## Kendall Reyes           50.56468
## Cam Thomas              33.37542
## J.J. Watt               94.44042
## Demarcus Dobbs          41.51589
## Zach Kerr               42.92862
## Derek Wolfe             63.96388
## Randy Starks            41.40347
## Carlos Dunlap           76.27877
## Scott Crichton          53.09742
## Rob Ninkovich           73.24763
##                      Speed Rusher Power Rusher Open Field End Power Hitter
## Lawrence Okoye           12.94926     11.49225       14.38593     11.41854
## Xavier Cooper            41.97009     36.56059       49.44797     37.91088
## Margus Hunt              52.10880     48.34781       53.73526     46.86290
## Ezekiel Ansah            82.16424     80.81144       83.89396     81.17041
## Josh Mauro               19.19024     22.55186       20.71221     26.36810
## Geneo Grissom            39.69840     33.47266       44.32048     32.30477
## David King               32.12880     31.71587       28.16631     28.59628
## Allen Bailey             65.24359     67.19117       66.82787     69.62822
## Xzavier Dickson          31.91799     32.11173       29.26161     30.32944
## Chris Long               64.44232     66.43482       60.66902     65.21924
## Malliciah Goodman        37.29238     36.96210       36.37349     36.07496
## Arik Armstead            41.36823     40.72601       37.98560     37.86474
## William Gholston         49.20584     50.74842       53.30506     54.76026
## Ethan Westbrooks         35.32790     27.38611       35.05322     22.21404
## Tony Jerod-Eddie         44.65783     49.45227       42.58574     51.34409
## Gerald Rivers            38.70401     29.08888       40.00670     23.80375
## Calais Campbell          87.87565     88.38046       89.51585     89.85659
## Darius Philon            42.87400     33.22342       50.46695     31.69536
## Ryan Russell             34.04214     29.10322       35.10781     26.50677
## Cliff Matthews           53.03434     46.61432       55.89253     44.15504
## William Hayes            67.03391     72.95763       69.45549     78.24658
## Vic Beasley Jr.          65.08299     54.70400       62.50267     45.18070
## Glenn Foster             51.79594     49.05460       51.48279     46.89906
## Jason Jones              59.50392     60.32186       58.01579     59.84238
## Trey Flowers             41.57007     44.22196       43.05744     47.18950
## Malik Jackson            66.15895     69.32171       65.04140     70.72886
## Tevita Finau             28.23084     30.32772       25.02101     29.39294
## Tyson Alualu             46.21999     53.74035       47.47312     59.85582
## Cameron Jordan           71.57415     75.86059       71.06893     78.34926
## Eugene Sims              58.36252     51.09819       56.43484     44.54375
## Cullen Jenkins           47.99104     55.23684       46.04527     58.90384
## Ropati Pitoitua          42.62736     52.05278       41.14015     57.60061
## Manny Lawson             64.01347     56.60262       62.92644     50.38879
## Jake Bequette            54.52183     54.61979       58.22468     57.34173
## Mike Catapano            50.79701     43.15456       54.21541     40.25487
## Khyri Thornton           39.23294     33.01999       37.35574     27.70151
## Taylor Hart              42.52146     41.81808       42.41873     41.25039
## Brent Urban              38.80700     37.59616       41.85176     38.88812
## Lavar Edwards            44.72162     44.96859       48.60667     47.92159
## Mario Edwards Jr.        44.86316     44.04985       45.67899     44.05807
## L.T. Walton              19.35335     22.69760       19.88378     25.68064
## Henry Anderson           36.34900     40.16826       32.77452     40.21735
## Jerry Hughes             81.09357     75.99181       81.99354     72.79148
## Cory Redding             53.56743     60.82431       49.46676     62.99750
## Mike DeVito              66.16055     75.12675       67.44140     81.28095
## Ben Gardner              34.91845     34.71202       33.78732     33.75926
## Ed Stinson               29.75503     33.13087       29.47300     35.38269
## Rakeem Nunez-Roches      31.45304     32.88304       35.68105     36.99506
## Adrian Clayborn          58.43591     59.33593       56.89995     58.87989
## Tyson Jackson            44.46326     53.27581       42.57048     58.08338
## Tenny Palepoi            36.68208     41.09275       38.93712     45.95739
## Jerel Worthy             33.64404     37.06651       34.52622     40.21020
## Justin Trattou           35.53375     31.34119       33.46504     27.17006
## Akiem Hicks              60.69102     65.81294       62.87670     70.69048
## Stansly Maponga          57.50626     50.73041       60.33794     47.99770
## Ryan Robinson            37.90450     29.90952       40.07063     26.07226
## Olivier Vernon           69.07444     69.32332       67.90375     68.66781
## Vinny Curry              68.58100     61.54926       66.66539     54.82523
## T.J. Fatinikun           50.13251     41.52235       49.16057     35.01339
## Wallace Gilberry         49.88382     50.11904       46.66552     47.98107
## Desmond Bryant           55.16441     61.49708       55.52925     66.03890
## Kerry Wynn               33.45728     32.93765       34.54524     33.34178
## Sheldon Richardson       83.17610     86.79589       86.06009     90.55388
## Obum Gwacham             34.11457     22.69689       38.11016     18.08751
## Jared Crick              50.92122     57.58867       54.05802     64.29922
## Dante Fowler Jr.         73.26446     66.17567       76.10585     63.20269
## Wes Horton               52.55007     51.77691       52.60657     51.27152
## Antonio Smith            48.55106     53.02303       44.06251     52.95415
## Greg Hardy               76.64718     78.59821       75.75786     79.33362
## Larry English            53.54727     46.04236       51.77255     39.58244
## Robert Quinn             87.26571     87.77092       88.89693     89.24408
## Cassius Marsh            41.79341     37.34691       44.54249     36.16233
## Mike Daniels             81.78581     80.23600       81.10668     78.57019
## Terrence Fede            56.27504     47.89284       57.42141     42.83074
## Datone Jones             56.09250     49.68150       56.62721     45.53866
## Shelby Harris            35.45028     33.28340       37.85081     33.43142
## Ego Ferguson             35.52133     39.51198       34.89408     41.92498
## Olsen Pierre             16.81422     18.78002       14.35508     18.23567
## C.J. Wilson              44.02884     51.18413       43.88771     56.12174
## Jason Hatcher            75.86597     74.66437       72.73931     71.48862
## Jeoffrey Pagan           27.61308     30.47541       28.81574     33.49315
## Billy Winn               57.22153     53.11562       56.39360     49.59534
## Jason Pierre-Paul        85.79743     84.93458       89.00709     86.83046
## Fletcher Cox             81.79685     84.29272       82.40347     86.27887
## Zach Moore               53.87225     45.20483       57.62936     41.84063
## Owamagbe Odighizuwa      43.72053     36.38730       39.40100     28.72348
## Cliff Avril              82.86618     77.68192       81.77042     72.54405
## Brandon Bair             41.28802     41.19551       41.22520     41.08537
## Brian Mihalik            18.39218     18.66754       16.79237     17.69095
## Kroy Biermann            64.24330     60.93189       65.56187     59.53417
## Kareem Martin            51.99834     47.27587       50.76854     43.09477
## Vance Walker             43.15604     49.34464       40.65981     51.91014
## John Hughes              58.07960     60.04803       57.92664     61.31468
## Frank Alexander          39.86699     32.10019       33.83136     23.38103
## Mike Martin              46.81679     46.06694       44.39903     43.81421
## Kevin Vickerson          35.15269     41.48641       29.92344     42.00209
## Alex Carrington          39.08589     38.84410       34.34017     35.27005
## Jarius Wynn              51.39702     54.68176       52.39208     57.68172
## Jacquies Smith           57.36720     48.11341       55.31226     40.16694
## Kelcy Quarles            31.45049     31.83051       35.99326     35.35063
## Phillip Hunt             55.32561     48.43892       57.09681     44.86555
## Michael Bennett          81.95490     85.39505       81.06384     87.04077
## Greg Scruggs             32.18296     31.50038       30.82188     30.06203
## Kendall Langford         51.77657     58.71800       48.50437     61.24066
## Will Clarke              46.39554     44.39734       49.28164     45.04023
## George Johnson           57.89043     51.99723       56.34338     46.68366
## Benson Mayowa            54.61510     45.74589       59.61915     43.14197
## Ricardo Mathews          47.43166     48.73056       46.24459     48.79617
## Martin Ifedi             28.14101     27.27843       29.36607     27.52938
## Timmy Jernigan           57.58950     59.48968       58.37739     61.36986
## Frank Clark              45.03540     37.42255       51.06818     36.29833
## Randy Gregory            66.01904     55.54738       70.88143     51.77570
## Dion Jordan              68.00908     57.44292       71.85154     52.74869
## DeMarcus Lawrence        66.36335     63.00957       70.16859     63.48927
## Jeremiah Ratliff         62.96133     67.30081       59.11099     67.69639
## Jarvis Jenkins           33.69750     40.41574       32.46537     44.38369
## T.J. Barnes              16.29714     22.87854       14.74284     26.74446
## Kapron Lewis-Moore       24.92391     29.31693       23.09008     31.11093
## Kevin Williams           36.15625     45.44215       30.78256     47.96584
## Casey Walker             21.47425     23.29538       22.25217     25.22850
## Frostee Rucker           58.77768     65.47330       56.61984     68.54782
## Ryan Davis               62.57365     55.82374       62.62819     50.98625
## Chris Smith              48.68473     43.55679       48.77121     40.05825
## Leonard Williams         59.85377     61.41873       61.23672     63.48219
## Stephon Tuitt            40.74812     45.42628       38.26693     46.93296
## Muhammad Wilkerson       82.78468     87.34468       84.05541     90.63200
## Stephen Paea             54.86599     62.06291       52.01826     65.03565
## Travian Robertson        17.41555     19.58629       14.16638     18.52204
## Jeremy Mincey            61.09663     64.01428       57.44602     63.52747
## DaQuan Jones             28.44216     35.32917       27.85714     40.03364
## Corey Liuget             63.73626     71.17751       64.41878     76.35539
## Clifton Geathers         37.43586     43.16134       38.89522     48.38739
## Mario Addison            60.66159     54.20243       58.56493     48.02300
## Max Valles               30.14767     27.93909       35.65059     30.11202
## Robert Ayers             66.98122     67.83214       69.09444     69.91536
## Karl Klug                49.56354     49.24635       44.79363     45.60896
## Chris Canty              57.14730     64.60227       55.32190     68.39117
## DeAngelo Tyson           29.46512     34.30838       30.33918     38.58086
## Larry Webster            55.54090     42.80965       60.01696     37.23992
## Devin Taylor             46.83785     43.91990       46.64668     41.74585
## Damontre Moore           59.41937     56.47446       63.04078     57.04496
## Tank Carradine           59.11313     55.69413       59.95777     53.87431
## Matt Conrath             30.27522     32.33807       31.20571     34.52241
## Chandler Jones           77.15271     78.89189       77.17102     80.08281
## Steven Means             43.75957     38.93311       42.40575     34.70923
## Caesar Rayford           35.51779     33.42318       32.04721     29.58631
## Kony Ealy                51.89764     48.41147       52.22762     46.19301
## Brandon Dunn             23.19639     23.89180       24.54644     25.37679
## Rodney Gunter            21.31654     22.03001       23.88039     24.41557
## Kedric Golston           37.67296     42.27907       36.07572     44.39835
## Stephen Bowen            41.49874     46.68676       39.62755     49.00915
## Chris Clemons            61.63153     57.83729       60.67434     54.40619
## Michael Johnson          71.64297     65.82743       70.02305     60.17726
## Lawrence Sidbury Jr.     58.92869     48.59870       59.17367     41.50242
## Brian Robison            67.67870     62.60544       64.60433     56.52985
## Jack Crawford            42.95945     43.62169       41.54983     43.07556
## Lawrence Guy             43.20640     48.53978       44.69294     53.39678
## Cedric Thornton          55.26721     64.13531       57.02711     71.09060
## Mario Williams           80.25025     81.23002       81.41204     82.69372
## George Selvie            53.62543     48.48150       49.76627     42.13614
## Cameron Wake             85.14816     86.31390       87.15443     88.41610
## Andre Branch             55.84700     53.31343       57.25556     52.53739
## Kaleb Ramsey             22.33750     25.14287       19.73166     25.12454
## Arthur Jones             43.91276     51.22367       45.55621     57.53890
## Jurrell Casey            81.38119     85.39886       82.62357     88.52445
## Christian Covington      26.39632     23.97638       23.46956     20.42273
## Tyeler Davison           23.89345     26.73648       23.20661     28.29727
## Everson Griffen          79.79946     79.74224       79.12786     79.22140
## Bruce Gaston             20.86208     24.25559       18.44648     24.80220
## Lynden Trail             28.33603     19.22474       26.12595     12.99519
## Derrick Shelby           52.04853     51.86155       52.50653     52.05738
## Danielle Hunter          52.68642     40.75919       60.53800     38.08718
## Josh Boyd                46.97913     51.31449       45.26527     53.14032
## Denico Autry             27.68792     29.93955       28.30544     32.04439
## Jaye Howard              59.88459     58.97088       58.78621     57.53144
## B.J. Dubose              25.75109     25.90354       24.83288     25.34930
## Cameron Heyward          70.70858     76.85039       71.36922     81.08687
## Damion Square            34.48328     35.04369       34.06088     35.13562
## Nick Williams            43.89064     45.11000       43.50650     45.69634
## Justin Tuck              72.30163     69.83069       70.33650     66.54023
## Ricky Jean Francois      47.88733     56.03298       49.64367     62.84623
## Darryl Tapp              52.78797     47.94219       53.54994     45.07979
## Darnell Dockett          61.94913     65.54886       59.14836     66.12483
## Vaughn Martin            36.75657     41.18774       35.18271     43.20031
## Xavier Proctor           23.74678     26.68380       23.61418     28.75599
## Charles Johnson          76.77836     78.15051       76.22341     78.71647
## Frank Kearse             35.46201     35.69737       33.86491     34.71383
## Kendall Reyes            46.85109     50.82380       46.86066     53.63065
## Cam Thomas               29.38221     37.23152       26.37003     40.62678
## J.J. Watt                90.63497     93.91832       91.61085     96.02167
## Demarcus Dobbs           41.22066     43.24569       39.63593     43.53077
## Zach Kerr                45.16377     41.76538       46.11582     40.06518
## Derek Wolfe              58.24672     64.43031       58.18550     68.54487
## Randy Starks             41.09214     49.97291       33.44462     50.51285
## Carlos Dunlap            80.40659     75.94568       80.42027     72.50489
## Scott Crichton           50.19785     50.23864       53.07603     52.32700
## Rob Ninkovich            67.14683     73.67610       67.13697     77.84075
##                      Balanced DE V6
## Lawrence Okoye          12.91077 50
## Xavier Cooper           44.18578 65
## Margus Hunt             50.22317 73
## Ezekiel Ansah           82.70229 88
## Josh Mauro              23.96396 60
## Geneo Grissom           38.28263 63
## David King              27.82558 68
## Allen Bailey            68.60227 81
## Xzavier Dickson         29.45048 66
## Chris Long              62.61507 84
## Malliciah Goodman       36.07329 69
## Arik Armstead           37.41984 72
## William Gholston        54.71265 73
## Ethan Westbrooks        27.64732 64
## Tony Jerod-Eddie        47.04273 76
## Gerald Rivers           30.87866 62
## Calais Campbell         89.93146 95
## Darius Philon           41.04497 63
## Ryan Russell            30.42420 64
## Cliff Matthews          49.90488 72
## William Hayes           74.77927 86
## Vic Beasley Jr.         52.70811 77
## Glenn Foster            48.92834 73
## Jason Jones             58.79393 80
## Trey Flowers            45.53579 72
## Malik Jackson           68.04076 84
## Tevita Finau            26.88191 66
## Tyson Alualu            54.47732 76
## Cameron Jordan          75.11714 87
## Eugene Sims             49.64301 74
## Cullen Jenkins          52.81868 78
## Ropati Pitoitua         49.90369 77
## Manny Lawson            55.98274 77
## Jake Bequette           58.29353 75
## Mike Catapano           47.04860 68
## Khyri Thornton          31.66647 68
## Taylor Hart             41.76373 71
## Brent Urban             40.68149 66
## Lavar Edwards           48.81633 71
## Mario Edwards Jr.       44.91387 71
## L.T. Walton             23.03696 61
## Henry Anderson          36.23417 71
## Jerry Hughes            77.38125 85
## Cory Redding            56.35243 80
## Mike DeVito             75.67497 85
## Ben Gardner             33.60366 68
## Ed Stinson              32.60504 66
## Rakeem Nunez-Roches     37.05271 64
## Adrian Clayborn         57.75488 78
## Tyson Jackson           50.77513 77
## Tenny Palepoi           43.09507 68
## Jerel Worthy            37.73678 68
## Justin Trattou          29.65848 67
## Akiem Hicks             67.54998 81
## Stansly Maponga         54.07290 72
## Ryan Robinson           32.41741 64
## Olivier Vernon          68.14634 83
## Vinny Curry             60.00660 81
## T.J. Fatinikun          41.15119 71
## Wallace Gilberry        46.90261 74
## Desmond Bryant          61.42806 79
## Kerry Wynn              34.04829 65
## Sheldon Richardson      89.01733 92
## Obum Gwacham            26.76994 57
## Jared Crick             60.19344 77
## Dante Fowler Jr.        69.82551 79
## Wes Horton              51.88541 74
## Antonio Smith           48.23970 77
## Greg Hardy              77.62439 88
## Larry English           44.79009 72
## Robert Quinn            89.31585 93
## Cassius Marsh           40.31028 66
## Mike Daniels            79.63604 89
## Terrence Fede           49.61706 72
## Datone Jones            50.65483 74
## Shelby Harris           35.76689 64
## Ego Ferguson            38.59404 69
## Olsen Pierre            16.02306 59
## C.J. Wilson             50.55726 74
## Jason Hatcher           71.56760 87
## Jeoffrey Pagan          31.52472 66
## Billy Winn              52.56162 77
## Jason Pierre-Paul       88.31579 89
## Fletcher Cox            84.68329 92
## Zach Moore              49.55643 69
## Owamagbe Odighizuwa     32.79911 69
## Cliff Avril             76.79652 87
## Brandon Bair            41.13933 69
## Brian Mihalik           17.04377 58
## Kroy Biermann           62.50658 77
## Kareem Martin           46.37459 74
## Vance Walker            46.39437 76
## John Hughes             59.76527 78
## Frank Alexander         27.08675 69
## Mike Martin             43.71869 74
## Kevin Vickerson         35.53768 74
## Alex Carrington         34.15089 72
## Jarius Wynn             55.44335 77
## Jacquies Smith          46.67528 75
## Kelcy Quarles           36.33948 64
## Phillip Hunt            50.68781 73
## Michael Bennett         84.39609 95
## Greg Scruggs            30.20478 67
## Kendall Langford        55.04691 80
## Will Clarke             47.39096 69
## George Johnson          50.83654 75
## Benson Mayowa           51.39770 69
## Ricardo Mathews         47.46018 75
## Martin Ifedi            28.53760 62
## Timmy Jernigan          60.13733 79
## Frank Clark             43.77135 64
## Randy Gregory           61.56738 73
## Dion Jordan             62.41703 74
## DeMarcus Lawrence       67.16412 79
## Jeremiah Ratliff        63.32412 85
## Jarvis Jenkins          38.65070 72
## T.J. Barnes             20.50072 62
## Kapron Lewis-Moore      27.03424 65
## Kevin Williams          39.06634 76
## Casey Walker            23.97665 61
## Frostee Rucker          62.98316 82
## Ryan Davis              56.34403 76
## Chris Smith             43.98594 70
## Leonard Williams        62.67370 80
## Stephon Tuitt           42.58197 73
## Muhammad Wilkerson      88.10530 96
## Stephen Paea            58.83835 83
## Travian Robertson       15.95721 60
## Jeremy Mincey           60.25993 82
## DaQuan Jones            34.20968 68
## Corey Liuget            71.31909 84
## Clifton Geathers        44.26658 70
## Mario Addison           52.50581 77
## Max Valles              33.40249 61
## Robert Ayers            69.85409 82
## Karl Klug               44.52778 75
## Chris Canty             62.37715 82
## DeAngelo Tyson          34.89321 66
## Larry Webster           48.17464 69
## Devin Taylor            43.92767 72
## Damontre Moore          60.33948 76
## Tank Carradine          56.78043 77
## Matt Conrath            33.14618 66
## Chandler Jones          78.79431 88
## Steven Means            37.94440 69
## Caesar Rayford          30.19265 67
## Kony Ealy               48.97534 72
## Brandon Dunn            25.20657 61
## Rodney Gunter           24.57319 59
## Kedric Golston          40.32539 72
## Stephen Bowen           44.43195 73
## Chris Clemons           57.12387 77
## Michael Johnson         64.50324 81
## Lawrence Sidbury Jr.    49.55170 72
## Brian Robison           59.75890 82
## Jack Crawford           42.17121 73
## Lawrence Guy            49.67212 74
## Cedric Thornton         65.20828 81
## Mario Williams          82.28623 90
## George Selvie           45.00035 74
## Cameron Wake            88.12831 94
## Andre Branch            54.89699 75
## Kaleb Ramsey            22.18321 64
## Arthur Jones            52.37526 74
## Jurrell Casey           86.21124 92
## Christian Covington     21.36855 62
## Tyeler Davison          25.81662 64
## Everson Griffen         79.07737 89
## Bruce Gaston            21.40314 63
## Lynden Trail            17.98896 60
## Derrick Shelby          52.32966 76
## Danielle Hunter         49.41615 65
## Josh Boyd               49.30934 76
## Denico Autry            30.41998 65
## Jaye Howard             57.93533 80
## B.J. Dubose             24.97758 63
## Cameron Heyward         77.04577 88
## Damion Square           34.58338 66
## Nick Williams           44.64392 72
## Justin Tuck             67.97615 85
## Ricky Jean Francois     57.21154 77
## Darryl Tapp             49.02905 72
## Darnell Dockett         62.60192 82
## Vaughn Martin           39.26678 72
## Xavier Proctor          26.34001 62
## Charles Johnson         77.52476 89
## Frank Kearse            34.08980 67
## Kendall Reyes           50.56468 75
## Cam Thomas              33.37542 71
## J.J. Watt               94.44042 99
## Demarcus Dobbs          41.51589 73
## Zach Kerr               42.92862 69
## Derek Wolfe             63.96388 82
## Randy Starks            41.40347 79
## Carlos Dunlap           76.27877 88
## Scott Crichton          53.09742 72
## Rob Ninkovich           73.24763 87
##                      Power Speed Hybrid Finesse Rusher Speed Rusher
## Lawrence Okoye                 15.51830       10.30482     14.12927
## Xavier Cooper                  38.04996       40.03220     42.17744
## Margus Hunt                    53.85428       48.78612     54.75933
## Ezekiel Ansah                  82.14595       80.86255     82.38995
## Josh Mauro                     20.44134       18.90657     16.40620
## Geneo Grissom                  40.36828       34.64149     42.81198
## David King                     38.50057       29.62997     35.86522
## Allen Bailey                   65.64883       65.18503     63.08315
## Xzavier Dickson                36.31567       30.68949     34.15112
## Chris Long                     67.45340       64.88967     65.27125
## Malliciah Goodman              39.68763       36.33743     38.62355
## Arik Armstead                  45.81439       38.18520     44.18190
## William Gholston               48.47481       48.17507     45.89440
## Ethan Westbrooks               31.52066       35.55734     41.42652
## Tony Jerod-Eddie               45.38950       46.48031     41.93204
## Gerald Rivers                  35.66320       37.51260     45.74493
## Calais Campbell                84.89270       89.26129     85.96321
## Darius Philon                  36.72856       40.91692     46.05838
## Ryan Russell                   36.10062       30.37499     38.16989
## Cliff Matthews                 47.86721       53.36038     55.66615
## William Hayes                  69.75494       66.10103     61.48707
## Vic Beasley Jr.                64.16340       63.82192     73.58692
## Glenn Foster                   52.97258       49.85641     54.31630
## Jason Jones                    60.69596       59.99464     59.88023
## Trey Flowers                   47.32529       37.70047     40.09445
## Malik Jackson                  67.70213       66.04803     64.30427
## Tevita Finau                   29.59136       29.55350     28.43702
## Tyson Alualu                   48.97342       46.88335     40.49061
## Cameron Jordan                 74.46181       71.38180     68.91235
## Eugene Sims                    54.38262       60.06929     64.03495
## Cullen Jenkins                 47.64896       51.89793     43.09707
## Ropati Pitoitua                43.49221       44.92518     36.00437
## Manny Lawson                   59.35402       66.92643     69.40637
## Jake Bequette                  54.13114       53.29763     52.69101
## Mike Catapano                  47.25842       49.54352     54.61810
## Khyri Thornton                 35.42509       40.78082     44.39323
## Taylor Hart                    45.88743       40.06620     43.93917
## Brent Urban                    39.27833       35.74945     38.30601
## Lavar Edwards                  45.37372       43.49188     43.11498
## Mario Edwards Jr.              47.24968       41.48534     45.48176
## L.T. Walton                    21.77948       18.30012     17.13797
## Henry Anderson                 41.49705       35.14093     36.06020
## Jerry Hughes                   75.78795       83.29526     83.41275
## Cory Redding                   56.16732       56.25869     50.19511
## Mike DeVito                    68.47503       67.09911     58.15788
## Ben Gardner                    38.11983       32.86835     36.28366
## Ed Stinson                     31.17080       29.33450     27.47381
## Rakeem Nunez-Roches            30.86716       29.73310     28.20193
## Adrian Clayborn                60.83966       57.58342     58.94170
## Tyson Jackson                  48.10051       46.51745     39.40839
## Tenny Palepoi                  38.14158       35.86715     32.55918
## Jerel Worthy                   35.55603       33.04835     31.03601
## Justin Trattou                 37.30944       33.90191     40.45576
## Akiem Hicks                    59.15112       62.11578     54.95099
## Stansly Maponga                51.03990       58.67382     60.08986
## Ryan Robinson                  33.45059       38.03964     42.76784
## Olivier Vernon                 70.34697       68.81241     69.70867
## Vinny Curry                    66.15782       69.04888     74.08283
## T.J. Fatinikun                 47.32505       49.93583     56.89273
## Wallace Gilberry               49.57545       52.10871     51.17882
## Desmond Bryant                 56.04798       56.24503     49.96209
## Kerry Wynn                     34.97056       31.67834     33.69433
## Sheldon Richardson             82.69641       82.90886     77.98888
## Obum Gwacham                   29.49888       32.05191     41.55196
## Jared Crick                    51.28415       51.16001     44.14701
## Dante Fowler Jr.               71.03688       70.89086     76.60531
## Wes Horton                     52.07743       52.73806     53.07133
## Antonio Smith                  47.46224       53.61159     46.94561
## Greg Hardy                     77.72722       76.20265     75.52892
## Larry English                  48.50906       56.01531     59.24490
## Robert Quinn                   86.93208       86.83892     85.94451
## Cassius Marsh                  40.62768       40.58854     44.07350
## Mike Daniels                   79.11461       83.23847     82.66368
## Terrence Fede                  53.05095       55.54497     61.63974
## Datone Jones                   51.75057       57.41353     60.03064
## Shelby Harris                  36.86949       32.26724     36.36237
## Ego Ferguson                   37.26132       35.65215     33.04228
## Olsen Pierre                   20.96821       15.62359     17.32239
## C.J. Wilson                    48.34259       43.28958     39.43035
## Jason Hatcher                  71.96311       79.28750     77.29055
## Jeoffrey Pagan                 27.51316       27.35840     24.76813
## Billy Winn                     53.24469       59.51892     60.03171
## Jason Pierre-Paul              81.66360       86.96820     84.01447
## Fletcher Cox                   82.72292       81.45712     79.50434
## Zach Moore                     50.52213       51.56454     58.23764
## Owamagbe Odighizuwa            48.98526       38.24723     52.72231
## Cliff Avril                    78.85981       85.17931     86.23837
## Brandon Bair                   40.40427       42.60099     41.34721
## Brian Mihalik                  22.39581       16.76996     19.87403
## Kroy Biermann                  59.55130       66.81593     65.39382
## Kareem Martin                  54.64763       49.06985     56.90505
## Vance Walker                   42.70933       46.45010     39.26324
## John Hughes                    53.12757       61.74445     55.29511
## Frank Alexander                37.63606       41.57359     48.77394
## Mike Martin                    47.81727       47.14897     48.79914
## Kevin Vickerson                37.38683       37.95626     33.19020
## Alex Carrington                41.94735       39.13632     42.16705
## Jarius Wynn                    50.48882       52.81686     48.11805
## Jacquies Smith                 52.66602       59.02013     64.47669
## Kelcy Quarles                  30.72046       30.19226     29.03521
## Phillip Hunt                   48.56566       57.94829     58.60888
## Michael Bennett                83.81117       81.81992     79.68439
## Greg Scruggs                   33.82127       31.70909     33.82475
## Kendall Langford               54.41953       54.06622     48.33555
## Will Clarke                    47.20789       44.02029     46.91149
## George Johnson                 52.31211       60.85764     61.99009
## Benson Mayowa                  48.03180       54.81672     58.00269
## Ricardo Mathews                47.60098       48.03958     46.91256
## Martin Ifedi                   30.97638       24.86838     28.80993
## Timmy Jernigan                 58.41051       56.69672     55.75304
## Frank Clark                    44.92646       39.49415     48.41028
## Randy Gregory                  61.00297       63.65854     70.44822
## Dion Jordan                    62.95076       66.80403     73.00239
## DeMarcus Lawrence              64.81728       64.68916     66.88759
## Jeremiah Ratliff               62.79795       65.96011     61.02860
## Jarvis Jenkins                 36.01321       34.44396     29.62079
## T.J. Barnes                    18.63524       17.02600     12.99585
## Kapron Lewis-Moore             28.73670       23.34824     23.04227
## Kevin Williams                 38.70705       40.58619     32.30711
## Casey Walker                   21.52618       21.47812     19.70558
## Frostee Rucker                 60.30093       61.16467     54.64324
## Ryan Davis                     57.46430       64.45791     66.70697
## Chris Smith                    50.22317       45.72427     53.09285
## Leonard Williams               61.66672       57.49117     58.17735
## Stephon Tuitt                  44.09869       40.49350     38.85434
## Muhammad Wilkerson             84.02372       82.45803     77.99503
## Stephen Paea                   56.29453       56.84179     50.45634
## Travian Robertson              20.63229       16.78167     17.86731
## Jeremy Mincey                  62.47191       62.77982     60.72936
## DaQuan Jones                   30.39959       28.89785     23.95491
## Corey Liuget                   66.15261       64.29183     57.63925
## Clifton Geathers               39.96157       36.96943     32.98444
## Mario Addison                  56.62239       63.02733     65.81054
## Max Valles                     31.70978       26.44186     29.98107
## Robert Ayers                   65.80676       67.21349     65.03990
## Karl Klug                      51.29569       50.30023     52.37509
## Chris Canty                    56.38653       61.10096     51.66709
## DeAngelo Tyson                 30.95488       29.69875     25.80186
## Larry Webster                  50.75667       53.31645     62.53601
## Devin Taylor                   47.53693       46.10970     49.57663
## Damontre Moore                 55.71277       59.50859     59.25582
## Tank Carradine                 62.05024       53.82048     61.75664
## Matt Conrath                   30.23293       30.85852     28.29852
## Chandler Jones                 78.79341       76.00853     75.98460
## Steven Means                   46.86647       40.23605     48.98634
## Caesar Rayford                 37.74862       34.68203     39.36671
## Kony Ealy                      52.37699       50.38380     54.66907
## Brandon Dunn                   22.43554       23.20917     21.84203
## Rodney Gunter                  23.05153       19.16557     20.01761
## Kedric Golston                 38.53724       39.23031     34.99823
## Stephen Bowen                  42.89484       43.58261     38.71300
## Chris Clemons                  53.17688       67.37612     63.33459
## Michael Johnson                68.61298       73.13845     76.06768
## Lawrence Sidbury Jr.           54.44508       59.29229     65.87216
## Brian Robison                  63.86504       71.33773     72.26415
## Jack Crawford                  45.55914       42.14488     43.71124
## Lawrence Guy                   44.67106       43.50399     38.75220
## Cedric Thornton                55.25137       56.99158     47.02150
## Mario Williams                 79.20282       81.07773     78.70759
## George Selvie                  49.68313       56.94133     58.63426
## Cameron Wake                   83.38776       85.98705     82.76996
## Andre Branch                   55.19794       55.25208     57.15475
## Kaleb Ramsey                   24.91251       21.51887     21.73149
## Arthur Jones                   45.31338       44.60874     37.79850
## Jurrell Casey                  80.67704       82.25172     76.76673
## Christian Covington            29.17184       24.35161     30.36316
## Tyeler Davison                 26.79162       22.80630     22.59794
## Everson Griffen                79.90581       79.75410     80.12013
## Bruce Gaston                   25.34410       19.78670     20.34233
## Lynden Trail                   27.34770       26.97797     37.83491
## Derrick Shelby                 51.53970       52.18530     51.88583
## Danielle Hunter                47.37628       49.86528     57.61451
## Josh Boyd                      49.04667       47.23421     44.65243
## Denico Autry                   29.64466       26.74239     26.09851
## Jaye Howard                    60.57565       58.84073     61.10565
## B.J. Dubose                    27.54540       25.03008     26.48657
## Cameron Heyward                72.52634       70.87405     65.34942
## Damion Square                  34.10538       34.88774     34.07524
## Nick Williams                  46.53009       42.91475     43.75993
## Justin Tuck                    68.57765       75.35097     74.33823
## Ricky Jean Francois            47.53269       49.44666     40.41394
## Darryl Tapp                    46.42960       56.40009     55.06995
## Darnell Dockett                61.50187       64.52103     60.12305
## Vaughn Martin                  38.79319       37.27680     34.42895
## Xavier Proctor                 24.23921       24.34304     21.67244
## Charles Johnson                75.98753       78.33544     75.77675
## Frank Kearse                   31.34447       39.19848     34.99727
## Kendall Reyes                  49.54376       46.37815     44.32472
## Cam Thomas                     33.52240       30.30600     25.83135
## J.J. Watt                      91.59386       90.58588     86.85474
## Demarcus Dobbs                 43.01904       41.55926     40.79463
## Zach Kerr                      40.56410       46.18971     46.21882
## Derek Wolfe                    61.05227       57.74774     53.68941
## Randy Starks                   44.80867       44.87236     38.54086
## Carlos Dunlap                  76.26972       81.76743     82.75791
## Scott Crichton                 52.28906       47.60477     49.37540
## Rob Ninkovich                  68.37899       68.95719     61.91106
##                      Power Rusher Balanced DE V6
## Lawrence Okoye           10.60681    12.27767 50
## Xavier Cooper            33.70129    35.73456 65
## Margus Hunt              45.43925    48.83935 73
## Ezekiel Ansah            79.83424    80.70782 88
## Josh Mauro               26.04405    23.20313 60
## Geneo Grissom            29.21785    33.93071 63
## David King               30.84934    33.53154 68
## Allen Bailey             69.02601    67.24479 81
## Xzavier Dickson          32.08515    33.32465 66
## Chris Long               67.45537    67.00980 84
## Malliciah Goodman        36.80304    37.69700 69
## Arik Armstead            39.20514    42.33557 72
## William Gholston         52.36971    50.45496 73
## Ethan Westbrooks         22.02962    26.83197 64
## Tony Jerod-Eddie         52.97576    49.69036 76
## Gerald Rivers            22.73910    28.45815 62
## Calais Campbell          89.09085    87.61935 95
## Darius Philon            27.43920    31.97219 63
## Ryan Russell             25.22099    29.38184 64
## Cliff Matthews           42.15291    45.38862 72
## William Hayes            77.39287    73.39024 86
## Vic Beasley Jr.          45.92273    54.56334 77
## Glenn Foster             46.64616    49.43054 73
## Jason Jones              61.05488    60.75784 80
## Trey Flowers             46.58200    46.05309 72
## Malik Jackson            71.39411    69.82757 84
## Tevita Finau             31.91363    31.12091 66
## Tyson Alualu             59.99630    54.22192 76
## Cameron Jordan           78.95094    76.49601 87
## Eugene Sims              45.16112    49.85872 74
## Cullen Jenkins           60.88631    55.07254 78
## Ropati Pitoitua          58.83881    52.12918 77
## Manny Lawson             51.09955    55.03360 77
## Jake Bequette            55.10528    54.29141 75
## Mike Catapano            38.06148    42.54221 68
## Khyri Thornton           28.50666    32.46282 68
## Taylor Hart              41.37930    42.98134 71
## Brent Urban              36.37407    37.57414 66
## Lavar Edwards            46.10798    45.11723 71
## Mario Edwards Jr.        42.99317    44.87766 71
## L.T. Walton              25.69120    23.65592 61
## Henry Anderson           42.39049    41.57361 71
## Jerry Hughes             72.19561    74.44441 85
## Cory Redding             65.95172    61.42210 80
## Mike DeVito              81.15675    75.24943 85
## Ben Gardner              34.21579    35.63463 68
## Ed Stinson               35.57827    33.61103 66
## Rakeem Nunez-Roches      34.13661    32.59508 64
## Adrian Clayborn          59.69344    59.92540 78
## Tyson Jackson            60.31090    54.12111 77
## Tenny Palepoi            44.85430    41.42929 68
## Jerel Worthy             40.03191    37.63928 68
## Justin Trattou           27.92319    31.88055 67
## Akiem Hicks              69.91177    65.46788 81
## Stansly Maponga          45.73652    48.79939 72
## Ryan Robinson            24.64239    28.75171 64
## Olivier Vernon           69.37457    69.68673 83
## Vinny Curry              55.59727    61.04171 81
## T.J. Fatinikun           34.80236    40.64725 71
## Wallace Gilberry         50.09902    49.95159 74
## Desmond Bryant           66.05586    61.35622 79
## Kerry Wynn               32.84291    33.66988 65
## Sheldon Richardson       89.30614    86.52080 92
## Obum Gwacham             15.95713    21.80231 57
## Jared Crick              62.66885    57.12708 77
## Dante Fowler Jr.         60.09639    65.27855 79
## Wes Horton               51.08209    51.44388 74
## Antonio Smith            56.54144    52.85090 77
## Greg Hardy               79.45133    78.64181 88
## Larry English            40.08613    44.41652 72
## Robert Quinn             88.25285    87.53116 93
## Cassius Marsh            34.69750    37.24156 66
## Mike Daniels             78.80229    79.45939 89
## Terrence Fede            41.79464    47.37326 72
## Datone Jones             45.02158    48.51799 74
## Shelby Harris            31.83735    33.97533 64
## Ego Ferguson             42.61460    40.05103 69
## Olsen Pierre             20.02474    20.21357 59
## C.J. Wilson              56.52237    52.02436 74
## Jason Hatcher            73.35117    73.66076 87
## Jeoffrey Pagan           32.67377    30.53623 66
## Billy Winn               50.06789    52.09331 77
## Jason Pierre-Paul        84.80732    83.55709 89
## Fletcher Cox             86.00660    84.43167 92
## Zach Moore               39.17453    44.74874 69
## Owamagbe Odighizuwa      29.54372    37.75570 69
## Cliff Avril              73.29960    76.28862 87
## Brandon Bair             41.61761    41.14303 69
## Brian Mihalik            18.72304    19.80411 58
## Kroy Biermann            58.96903    59.50862 77
## Kareem Martin            43.31421    48.07809 74
## Vance Walker             54.07850    49.39204 76
## John Hughes              61.69366    59.03336 78
## Frank Alexander          25.76731    31.66192 69
## Mike Martin              45.25212    46.37768 74
## Kevin Vickerson          45.89875    42.15641 74
## Alex Carrington          38.03288    39.76869 72
## Jarius Wynn              57.49549    54.37329 77
## Jacquies Smith           40.62764    46.63475 75
## Kelcy Quarles            32.87927    31.77075 64
## Phillip Hunt             43.85156    46.67525 73
## Michael Bennett          87.48965    85.75243 95
## Greg Scruggs             31.02404    32.15226 67
## Kendall Langford         63.74565    59.22744 80
## Will Clarke              43.22645    44.61723 69
## George Johnson           47.13746    50.24197 75
## Benson Mayowa            39.79829    43.82337 69
## Ricardo Mathews          49.46793    48.72676 75
## Martin Ifedi             26.23808    27.82164 62
## Timmy Jernigan           60.87792    59.82565 79
## Frank Clark              32.18016    37.48778 64
## Randy Gregory            47.30806    53.88906 73
## Dion Jordan              49.43224    56.01024 74
## DeMarcus Lawrence        60.81676    62.51298 79
## Jeremiah Ratliff         69.92125    67.04097 85
## Jarvis Jenkins           45.39937    40.76948 72
## T.J. Barnes              28.54641    23.68974 62
## Kapron Lewis-Moore       32.11411    30.59744 65
## Kevin Williams           52.45687    45.86811 76
## Casey Walker             25.01075    23.54954 61
## Frostee Rucker           70.19834    65.60212 82
## Ryan Davis               50.68793    54.42014 76
## Chris Smith              39.52497    44.14355 70
## Leonard Williams         62.43673    62.08247 80
## Stephon Tuitt            48.47036    46.27678 73
## Muhammad Wilkerson       90.29261    87.66042 96
## Stephen Paea             67.01527    62.61776 83
## Travian Robertson        20.51327    20.60048 60
## Jeremy Mincey            65.82958    64.35606 82
## DaQuan Jones             40.97725    36.15837 68
## Corey Liuget             76.57503    71.68396 84
## Clifton Geathers         48.12748    43.91743 70
## Mario Addison            49.12647    53.11614 77
## Max Valles               27.04341    28.35539 61
## Robert Ayers             68.66702    67.23689 82
## Karl Klug                48.33243    49.79345 75
## Chris Canty              70.12608    64.43543 82
## DeAngelo Tyson           38.52365    34.65697 66
## Larry Webster            33.96490    41.54909 69
## Devin Taylor             41.89911    44.13228 72
## Damontre Moore           54.66586    55.39310 76
## Tank Carradine           52.03337    56.47374 77
## Matt Conrath             34.52809    32.56138 66
## Chandler Jones           79.83346    79.16934 88
## Steven Means             34.99274    40.14321 69
## Caesar Rayford           31.27780    34.13957 67
## Kony Ealy                45.75384    48.61426 72
## Brandon Dunn             24.88997    24.09259 61
## Rodney Gunter            22.92470    22.62955 59
## Kedric Golston           45.65718    42.32865 72
## Stephen Bowen            50.81958    46.95578 73
## Chris Clemons            54.83793    54.96047 77
## Michael Johnson          60.76199    64.63426 81
## Lawrence Sidbury Jr.     40.72042    47.26156 72
## Brian Robison            58.65606    61.32152 82
## Jack Crawford            43.94103    44.25864 73
## Lawrence Guy             53.27157    49.09692 74
## Cedric Thornton          70.71770    64.03147 81
## Mario Williams           82.22148    80.81111 90
## George Selvie            44.09884    47.26520 74
## Cameron Wake             87.46368    85.68986 94
## Andre Branch             51.44132    52.80002 75
## Kaleb Ramsey             26.43784    25.94039 64
## Arthur Jones             57.22324    51.50449 74
## Jurrell Casey            88.11549    85.20131 92
## Christian Covington      21.35625    24.66799 62
## Tyeler Davison           28.92357    27.73932 64
## Everson Griffen          79.26613    79.49681 89
## Bruce Gaston             26.83627    25.96736 63
## Lynden Trail             13.55468    19.52363 60
## Derrick Shelby           51.78934    51.70616 76
## Danielle Hunter          33.19308    39.36682 65
## Josh Boyd                54.45266    52.08187 76
## Denico Autry             31.87896    30.55063 65
## Jaye Howard              57.53529    58.97317 80
## B.J. Dubose              26.01745    26.57354 63
## Cameron Heyward          81.03120    77.16599 88
## Damion Square            35.40075    35.02384 66
## Nick Williams            46.12508    45.78690 72
## Justin Tuck              67.69553    68.53912 85
## Ricky Jean Francois      62.10993    55.54812 77
## Darryl Tapp              44.91791    46.29986 72
## Darnell Dockett          68.03497    65.55550 82
## Vaughn Martin            44.33936    41.56013 72
## Xavier Proctor           29.25507    26.99474 62
## Charles Johnson          79.19487    77.73302 89
## Frank Kearse             35.97480    34.89116 67
## Kendall Reyes            53.79217    51.22074 75
## Cam Thomas               43.42361    38.48939 71
## J.J. Watt                95.85825    94.10976 99
## Demarcus Dobbs           44.77940    43.76472 73
## Zach Kerr                39.09115    40.71194 69
## Derek Wolfe              68.49178    64.69754 82
## Randy Starks             56.04842    51.07986 79
## Carlos Dunlap            71.79407    74.32807 88
## Scott Crichton           50.77285    50.91810 72
## Rob Ninkovich            78.40095    73.71101 87
## [1] 0.1483362 0.3228494 0.0495933 0.1781612 0.3010599
##       Speed Awareness Open Field Finesse Pass Rushing Power Pass Rushing
## 1 0.2395941 0.2176493 0.08102124            0.1848061          0.2769292
## 2 0.1696750 0.2687301 0.13210207            0.2578479          0.1716449
## 3 0.2612438 0.1986697 0.06204167            0.2814312          0.1966136
## 4 0.1042748 0.3126452 0.17601717            0.1250927          0.2819702
## 5 0.1571146 0.2682031 0.13157506            0.1645469          0.2785604
## [1] 0.32704793 0.62557970 0.04737237
##   Speed Pass Rushing Power Pass Rushing Open Field
## 1          0.4449031          0.4285244  0.1265725
## 2          0.3267650          0.5313931  0.1418419
## 3          0.4271307          0.3488682  0.2240011
## 4          0.2307104          0.5469866  0.2223030
## 5          0.3170785          0.4452434  0.2376781